Use of biological and chemical control agents for potato psyllid (Bactericera cockerelli) under drought conditions

1 Project Setup

library(emmeans)
library(multcomp)
library(glmmTMB)
library(DHARMa)
library(FSA)
library(car)
library(inti)
library(glmmTMB)
source("https://inkaverse.com/setup.r")
Project directory:  C:/Users/LENOVO/git/prochira_papa 
CPU cores detected:  32 
CPU cores in use:  25 
─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-28
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 ! package       * version    date (UTC) lib source
   abind           1.4-8      2024-09-12 [1] CRAN (R 4.5.0)
   agricolae       1.3-7      2023-10-22 [1] CRAN (R 4.5.1)
   AlgDesign       1.2.1.2    2025-04-06 [1] CRAN (R 4.5.0)
   askpass         1.2.1      2024-10-04 [1] CRAN (R 4.5.0)
   boot            1.3-32     2025-08-29 [1] CRAN (R 4.5.1)
   cachem          1.1.0      2024-05-16 [1] CRAN (R 4.5.0)
   car           * 3.1-3      2024-09-27 [1] CRAN (R 4.5.0)
   carData       * 3.0-5      2022-01-06 [1] CRAN (R 4.5.0)
   cellranger      1.1.0      2016-07-27 [1] CRAN (R 4.5.0)
   cli             3.6.5      2025-04-23 [1] CRAN (R 4.5.0)
   cluster         2.1.8.1    2025-03-12 [2] CRAN (R 4.5.2)
   codetools       0.2-20     2024-03-31 [2] CRAN (R 4.5.2)
   coro            1.1.0      2024-11-05 [1] CRAN (R 4.5.1)
   cowplot       * 1.2.0      2025-07-07 [1] CRAN (R 4.5.1)
   curl            7.0.0      2025-08-19 [1] CRAN (R 4.5.1)
   devtools      * 2.4.6      2025-10-03 [1] CRAN (R 4.5.2)
   DHARMa        * 0.4.7      2024-10-18 [1] CRAN (R 4.5.2)
   digest          0.6.39     2025-11-19 [1] CRAN (R 4.5.2)
   dplyr         * 1.1.4      2023-11-17 [1] CRAN (R 4.5.0)
   DT              0.34.0     2025-09-02 [1] CRAN (R 4.5.1)
   ellipsis        0.3.2      2021-04-29 [1] CRAN (R 4.5.0)
   ellmer          0.4.0      2025-11-15 [1] CRAN (R 4.5.2)
   emmeans       * 2.0.0      2025-10-29 [1] CRAN (R 4.5.1)
   estimability    1.5.1      2024-05-12 [1] CRAN (R 4.5.0)
   evaluate        1.0.5      2025-08-27 [1] CRAN (R 4.5.1)
   FactoMineR    * 2.12       2025-07-23 [1] CRAN (R 4.5.1)
   farver          2.1.2      2024-05-13 [1] CRAN (R 4.5.0)
   fastmap         1.2.0      2024-05-15 [1] CRAN (R 4.5.0)
   flashClust      1.01-2     2012-08-21 [1] CRAN (R 4.5.0)
   forcats       * 1.0.1      2025-09-25 [1] CRAN (R 4.5.1)
   Formula         1.2-5      2023-02-24 [1] CRAN (R 4.5.0)
   fs              1.6.6      2025-04-12 [1] CRAN (R 4.5.0)
   FSA           * 0.10.0     2025-05-06 [1] CRAN (R 4.5.0)
   gargle          1.6.0      2025-09-03 [1] CRAN (R 4.5.1)
   generics        0.1.4      2025-05-09 [1] CRAN (R 4.5.0)
   ggplot2       * 4.0.1      2025-11-14 [1] CRAN (R 4.5.2)
   ggrepel         0.9.6      2024-09-07 [1] CRAN (R 4.5.0)
   glmmTMB       * 1.1.13     2025-10-09 [1] CRAN (R 4.5.2)
   glue            1.8.0      2024-09-30 [1] CRAN (R 4.5.0)
   googledrive   * 2.1.2      2025-09-10 [1] CRAN (R 4.5.1)
   googlesheets4 * 1.1.2      2025-09-03 [1] CRAN (R 4.5.1)
   gtable          0.3.6      2024-10-25 [1] CRAN (R 4.5.0)
   hms             1.1.4      2025-10-17 [1] CRAN (R 4.5.1)
   htmltools       0.5.8.1    2024-04-04 [1] CRAN (R 4.5.0)
   htmlwidgets     1.6.4      2023-12-06 [1] CRAN (R 4.5.0)
   httpuv          1.6.16     2025-04-16 [1] CRAN (R 4.5.0)
   httr            1.4.7      2023-08-15 [1] CRAN (R 4.5.0)
   httr2           1.2.1      2025-07-22 [1] CRAN (R 4.5.1)
   huito         * 0.2.6      2025-10-18 [1] local
   inti          * 0.6.9      2025-11-20 [1] local
   jsonlite        2.0.0      2025-03-27 [1] CRAN (R 4.5.1)
   knitr         * 1.50       2025-03-16 [1] CRAN (R 4.5.0)
   later           1.4.4      2025-08-27 [1] CRAN (R 4.5.1)
   lattice         0.22-7     2025-04-02 [2] CRAN (R 4.5.2)
   leaps           3.2        2024-06-10 [1] CRAN (R 4.5.0)
   lifecycle       1.0.4      2023-11-07 [1] CRAN (R 4.5.0)
   lme4          * 1.1-37     2025-03-26 [1] CRAN (R 4.5.0)
   lubridate     * 1.9.4      2024-12-08 [1] CRAN (R 4.5.0)
   magick        * 2.9.0      2025-09-08 [1] CRAN (R 4.5.1)
   magrittr        2.0.4      2025-09-12 [1] CRAN (R 4.5.1)
   MASS          * 7.3-65     2025-02-28 [2] CRAN (R 4.5.2)
   Matrix        * 1.7-4      2025-08-28 [1] CRAN (R 4.5.1)
   memoise         2.0.1      2021-11-26 [1] CRAN (R 4.5.0)
   mgcv            1.9-4      2025-11-07 [1] CRAN (R 4.5.2)
   mime            0.13       2025-03-17 [1] CRAN (R 4.5.0)
   minqa           1.2.8      2024-08-17 [1] CRAN (R 4.5.0)
   mnormt          2.1.1      2022-09-26 [1] CRAN (R 4.5.0)
   multcomp      * 1.4-29     2025-10-20 [1] CRAN (R 4.5.1)
   multcompView    0.1-10     2024-03-08 [1] CRAN (R 4.5.0)
   mvtnorm       * 1.3-3      2025-01-10 [1] CRAN (R 4.5.0)
   nlme            3.1-168    2025-03-31 [2] CRAN (R 4.5.2)
   nloptr          2.2.1      2025-03-17 [1] CRAN (R 4.5.0)
   numDeriv        2016.8-1.1 2019-06-06 [1] CRAN (R 4.5.0)
   openssl         2.3.4      2025-09-30 [1] CRAN (R 4.5.1)
   otel            0.2.0      2025-08-29 [1] CRAN (R 4.5.1)
   pillar          1.11.1     2025-09-17 [1] CRAN (R 4.5.1)
   pkgbuild        1.4.8      2025-05-26 [1] CRAN (R 4.5.0)
   pkgconfig       2.0.3      2019-09-22 [1] CRAN (R 4.5.0)
   pkgload         1.4.1      2025-09-23 [1] CRAN (R 4.5.1)
   promises        1.5.0      2025-11-01 [1] CRAN (R 4.5.2)
   psych         * 2.5.6      2025-06-23 [1] CRAN (R 4.5.0)
   purrr         * 1.2.0      2025-11-04 [1] CRAN (R 4.5.2)
   R6              2.6.1      2025-02-15 [1] CRAN (R 4.5.0)
   rappdirs        0.3.3      2021-01-31 [1] CRAN (R 4.5.0)
   rbibutils       2.4        2025-11-07 [1] CRAN (R 4.5.2)
   RColorBrewer    1.1-3      2022-04-03 [1] CRAN (R 4.5.0)
   Rcpp            1.1.0      2025-07-02 [1] CRAN (R 4.5.1)
   Rdpack          2.6.4      2025-04-09 [1] CRAN (R 4.5.0)
   readr         * 2.1.6      2025-11-14 [1] CRAN (R 4.5.2)
   reformulas      0.4.2      2025-10-28 [1] CRAN (R 4.5.1)
   remotes         2.5.0      2024-03-17 [1] CRAN (R 4.5.0)
   RhpcBLASctl   * 0.23-42    2023-02-11 [1] CRAN (R 4.5.0)
   rlang           1.1.6      2025-04-11 [1] CRAN (R 4.5.0)
   rmarkdown       2.30       2025-09-28 [1] CRAN (R 4.5.1)
   rstudioapi      0.17.1     2024-10-22 [1] CRAN (R 4.5.0)
   S7              0.2.0      2024-11-07 [1] CRAN (R 4.5.1)
   sandwich        3.1-1      2024-09-15 [1] CRAN (R 4.5.0)
   scales          1.4.0      2025-04-24 [1] CRAN (R 4.5.0)
   scatterplot3d   0.3-44     2023-05-05 [1] CRAN (R 4.5.0)
   sessioninfo   * 1.2.3      2025-02-05 [1] CRAN (R 4.5.0)
   shiny         * 1.11.1     2025-07-03 [1] CRAN (R 4.5.1)
   showtext        0.9-7      2024-03-02 [1] CRAN (R 4.5.0)
   showtextdb      3.0        2020-06-04 [1] CRAN (R 4.5.0)
   stringi         1.8.7      2025-03-27 [1] CRAN (R 4.5.0)
   stringr       * 1.6.0      2025-11-04 [1] CRAN (R 4.5.2)
   survival      * 3.8-3      2024-12-17 [2] CRAN (R 4.5.2)
   sysfonts        0.8.9      2024-03-02 [1] CRAN (R 4.5.0)
   TH.data       * 1.1-5      2025-11-17 [1] CRAN (R 4.5.2)
   tibble        * 3.3.0      2025-06-08 [1] CRAN (R 4.5.0)
   tidyr         * 1.3.1      2024-01-24 [1] CRAN (R 4.5.0)
   tidyselect      1.2.1      2024-03-11 [1] CRAN (R 4.5.0)
   tidyverse     * 2.0.0      2023-02-22 [1] CRAN (R 4.5.1)
   timechange      0.3.0      2024-01-18 [1] CRAN (R 4.5.0)
 D TMB             1.9.18     2025-10-13 [1] CRAN (R 4.5.2)
   tzdb            0.5.0      2025-03-15 [1] CRAN (R 4.5.0)
   usethis       * 3.2.1      2025-09-06 [1] CRAN (R 4.5.1)
   vctrs           0.6.5      2023-12-01 [1] CRAN (R 4.5.0)
   withr           3.0.2      2024-10-28 [1] CRAN (R 4.5.0)
   xfun            0.54       2025-10-30 [1] CRAN (R 4.5.2)
   xtable          1.8-4      2019-04-21 [1] CRAN (R 4.5.0)
   yaml            2.3.10     2024-07-26 [1] CRAN (R 4.5.0)
   zoo             1.8-14     2025-04-10 [1] CRAN (R 4.5.0)

 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library

 * ── Packages attached to the search path.
 D ── DLL MD5 mismatch, broken installation.

──────────────────────────────────────────────────────────────────────────────
cat("Project: ", getwd(), "\n")
Project:  C:/Users/LENOVO/git/prochira_papa 
session_info()
─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-28
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 ! package       * version    date (UTC) lib source
   abind           1.4-8      2024-09-12 [1] CRAN (R 4.5.0)
   agricolae       1.3-7      2023-10-22 [1] CRAN (R 4.5.1)
   AlgDesign       1.2.1.2    2025-04-06 [1] CRAN (R 4.5.0)
   askpass         1.2.1      2024-10-04 [1] CRAN (R 4.5.0)
   boot            1.3-32     2025-08-29 [1] CRAN (R 4.5.1)
   cachem          1.1.0      2024-05-16 [1] CRAN (R 4.5.0)
   car           * 3.1-3      2024-09-27 [1] CRAN (R 4.5.0)
   carData       * 3.0-5      2022-01-06 [1] CRAN (R 4.5.0)
   cellranger      1.1.0      2016-07-27 [1] CRAN (R 4.5.0)
   cli             3.6.5      2025-04-23 [1] CRAN (R 4.5.0)
   cluster         2.1.8.1    2025-03-12 [2] CRAN (R 4.5.2)
   codetools       0.2-20     2024-03-31 [2] CRAN (R 4.5.2)
   coro            1.1.0      2024-11-05 [1] CRAN (R 4.5.1)
   cowplot       * 1.2.0      2025-07-07 [1] CRAN (R 4.5.1)
   curl            7.0.0      2025-08-19 [1] CRAN (R 4.5.1)
   devtools      * 2.4.6      2025-10-03 [1] CRAN (R 4.5.2)
   DHARMa        * 0.4.7      2024-10-18 [1] CRAN (R 4.5.2)
   digest          0.6.39     2025-11-19 [1] CRAN (R 4.5.2)
   dplyr         * 1.1.4      2023-11-17 [1] CRAN (R 4.5.0)
   DT              0.34.0     2025-09-02 [1] CRAN (R 4.5.1)
   ellipsis        0.3.2      2021-04-29 [1] CRAN (R 4.5.0)
   ellmer          0.4.0      2025-11-15 [1] CRAN (R 4.5.2)
   emmeans       * 2.0.0      2025-10-29 [1] CRAN (R 4.5.1)
   estimability    1.5.1      2024-05-12 [1] CRAN (R 4.5.0)
   evaluate        1.0.5      2025-08-27 [1] CRAN (R 4.5.1)
   FactoMineR    * 2.12       2025-07-23 [1] CRAN (R 4.5.1)
   farver          2.1.2      2024-05-13 [1] CRAN (R 4.5.0)
   fastmap         1.2.0      2024-05-15 [1] CRAN (R 4.5.0)
   flashClust      1.01-2     2012-08-21 [1] CRAN (R 4.5.0)
   forcats       * 1.0.1      2025-09-25 [1] CRAN (R 4.5.1)
   Formula         1.2-5      2023-02-24 [1] CRAN (R 4.5.0)
   fs              1.6.6      2025-04-12 [1] CRAN (R 4.5.0)
   FSA           * 0.10.0     2025-05-06 [1] CRAN (R 4.5.0)
   gargle          1.6.0      2025-09-03 [1] CRAN (R 4.5.1)
   generics        0.1.4      2025-05-09 [1] CRAN (R 4.5.0)
   ggplot2       * 4.0.1      2025-11-14 [1] CRAN (R 4.5.2)
   ggrepel         0.9.6      2024-09-07 [1] CRAN (R 4.5.0)
   glmmTMB       * 1.1.13     2025-10-09 [1] CRAN (R 4.5.2)
   glue            1.8.0      2024-09-30 [1] CRAN (R 4.5.0)
   googledrive   * 2.1.2      2025-09-10 [1] CRAN (R 4.5.1)
   googlesheets4 * 1.1.2      2025-09-03 [1] CRAN (R 4.5.1)
   gtable          0.3.6      2024-10-25 [1] CRAN (R 4.5.0)
   hms             1.1.4      2025-10-17 [1] CRAN (R 4.5.1)
   htmltools       0.5.8.1    2024-04-04 [1] CRAN (R 4.5.0)
   htmlwidgets     1.6.4      2023-12-06 [1] CRAN (R 4.5.0)
   httpuv          1.6.16     2025-04-16 [1] CRAN (R 4.5.0)
   httr            1.4.7      2023-08-15 [1] CRAN (R 4.5.0)
   httr2           1.2.1      2025-07-22 [1] CRAN (R 4.5.1)
   huito         * 0.2.6      2025-10-18 [1] local
   inti          * 0.6.9      2025-11-20 [1] local
   jsonlite        2.0.0      2025-03-27 [1] CRAN (R 4.5.1)
   knitr         * 1.50       2025-03-16 [1] CRAN (R 4.5.0)
   later           1.4.4      2025-08-27 [1] CRAN (R 4.5.1)
   lattice         0.22-7     2025-04-02 [2] CRAN (R 4.5.2)
   leaps           3.2        2024-06-10 [1] CRAN (R 4.5.0)
   lifecycle       1.0.4      2023-11-07 [1] CRAN (R 4.5.0)
   lme4          * 1.1-37     2025-03-26 [1] CRAN (R 4.5.0)
   lubridate     * 1.9.4      2024-12-08 [1] CRAN (R 4.5.0)
   magick        * 2.9.0      2025-09-08 [1] CRAN (R 4.5.1)
   magrittr        2.0.4      2025-09-12 [1] CRAN (R 4.5.1)
   MASS          * 7.3-65     2025-02-28 [2] CRAN (R 4.5.2)
   Matrix        * 1.7-4      2025-08-28 [1] CRAN (R 4.5.1)
   memoise         2.0.1      2021-11-26 [1] CRAN (R 4.5.0)
   mgcv            1.9-4      2025-11-07 [1] CRAN (R 4.5.2)
   mime            0.13       2025-03-17 [1] CRAN (R 4.5.0)
   minqa           1.2.8      2024-08-17 [1] CRAN (R 4.5.0)
   mnormt          2.1.1      2022-09-26 [1] CRAN (R 4.5.0)
   multcomp      * 1.4-29     2025-10-20 [1] CRAN (R 4.5.1)
   multcompView    0.1-10     2024-03-08 [1] CRAN (R 4.5.0)
   mvtnorm       * 1.3-3      2025-01-10 [1] CRAN (R 4.5.0)
   nlme            3.1-168    2025-03-31 [2] CRAN (R 4.5.2)
   nloptr          2.2.1      2025-03-17 [1] CRAN (R 4.5.0)
   numDeriv        2016.8-1.1 2019-06-06 [1] CRAN (R 4.5.0)
   openssl         2.3.4      2025-09-30 [1] CRAN (R 4.5.1)
   otel            0.2.0      2025-08-29 [1] CRAN (R 4.5.1)
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   pkgbuild        1.4.8      2025-05-26 [1] CRAN (R 4.5.0)
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   promises        1.5.0      2025-11-01 [1] CRAN (R 4.5.2)
   psych         * 2.5.6      2025-06-23 [1] CRAN (R 4.5.0)
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   reformulas      0.4.2      2025-10-28 [1] CRAN (R 4.5.1)
   remotes         2.5.0      2024-03-17 [1] CRAN (R 4.5.0)
   RhpcBLASctl   * 0.23-42    2023-02-11 [1] CRAN (R 4.5.0)
   rlang           1.1.6      2025-04-11 [1] CRAN (R 4.5.0)
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   S7              0.2.0      2024-11-07 [1] CRAN (R 4.5.1)
   sandwich        3.1-1      2024-09-15 [1] CRAN (R 4.5.0)
   scales          1.4.0      2025-04-24 [1] CRAN (R 4.5.0)
   scatterplot3d   0.3-44     2023-05-05 [1] CRAN (R 4.5.0)
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 D TMB             1.9.18     2025-10-13 [1] CRAN (R 4.5.2)
   tzdb            0.5.0      2025-03-15 [1] CRAN (R 4.5.0)
   usethis       * 3.2.1      2025-09-06 [1] CRAN (R 4.5.1)
   vctrs           0.6.5      2023-12-01 [1] CRAN (R 4.5.0)
   withr           3.0.2      2024-10-28 [1] CRAN (R 4.5.0)
   xfun            0.54       2025-10-30 [1] CRAN (R 4.5.2)
   xtable          1.8-4      2019-04-21 [1] CRAN (R 4.5.0)
   yaml            2.3.10     2024-07-26 [1] CRAN (R 4.5.0)
   zoo             1.8-14     2025-04-10 [1] CRAN (R 4.5.0)

 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library

 * ── Packages attached to the search path.
 D ── DLL MD5 mismatch, broken installation.

──────────────────────────────────────────────────────────────────────────────

2 Import data

Data were imported from the field book evaluated during the 2024 - 2025 crop year. The evaluations focused on the effect of Bactericera cockerelli on potato (Solanum tuberosum L.) yield and quality.

url <- "https://docs.google.com/spreadsheets/d/1UzF2W_rfOLLybl-wiD2sJSVPHlfzfKXXgShnqhfX5ps/edit?gid=912027622#gid=912027622"

gs <- url %>%
  as_sheets_id()

data <- gs %>%
  range_read("fb") %>%
  select(-c(barcode:plots)) %>%
  select(-c(sort, rows, cols)) %>%
  pivot_longer(
    cols = -c(ntreat, Tipo.de.control, block),
    names_to = c("grupo", "id_variable", "repeticion"),
    names_sep = "_",
    values_to = "valor"
  ) %>%
  mutate(
    grupo = factor(grupo),
    id_variable = as.numeric(id_variable),
    repeticion = as.integer(repeticion),
    ntreat = as.factor(ntreat),
    block = as.factor(block),
    Tipo.de.control = as.factor(Tipo.de.control),
    id_variable = as.factor(id_variable),
    repeticion = as.factor(repeticion)
  ) %>%
  pivot_wider(
    names_from = grupo,
    values_from = valor
  ) %>%
  mutate(Tipo.de.control = recode(Tipo.de.control,
    "Testigo" = "Control",
    "Control.químico" = "Chemical control",
    "Beauveria.bassiana" = "Beauveria bassiana",
    "Metarhizium.anisopliae" = "Metarhizium anisopliae",
    "Paecilomyces.lilacinus" = "Paecilomyces lilacinus"
  ))

names(data)
##  [1] "ntreat"          "Tipo.de.control" "block"           "id_variable"    
##  [5] "repeticion"      "ndh"             "ndn"             "nda"            
##  [9] "npm"             "ppp"             "ntp"             "ntz"            
## [13] "nts"

str(data)
## tibble [2,800 × 13] (S3: tbl_df/tbl/data.frame)
##  $ ntreat         : Factor w/ 5 levels "1","2","3","4",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ Tipo.de.control: Factor w/ 5 levels "Beauveria bassiana",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ block          : Factor w/ 4 levels "1","2","3","4": 1 1 1 1 1 1 1 1 1 1 ...
##  $ id_variable    : Factor w/ 14 levels "49","56","63",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ repeticion     : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
##  $ ndh            : num [1:2800] 1 0 0 0 0 0 0 0 0 0 ...
##  $ ndn            : num [1:2800] 0 3 2 0 0 0 0 0 0 0 ...
##  $ nda            : num [1:2800] 0 0 0 0 0 0 0 0 0 0 ...
##  $ npm            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ppp            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ntp            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ntz            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ nts            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
data %>% kable(caption = "Yield related traits")
Yield related traits
ntreat Tipo.de.control block id_variable repeticion ndh ndn nda npm ppp ntp ntz nts
5 Chemical control 1 49 1 1 0 0
5 Chemical control 1 49 2 0 3 0
5 Chemical control 1 49 3 0 2 0
5 Chemical control 1 49 4 0 0 0
5 Chemical control 1 49 5 0 0 0
5 Chemical control 1 49 6 0 0 0
5 Chemical control 1 49 7 0 0 0
5 Chemical control 1 49 8 0 0 0
5 Chemical control 1 49 9 0 0 0
5 Chemical control 1 49 10 0 0 0
5 Chemical control 1 56 1 0 0 0
5 Chemical control 1 56 2 0 0 0
5 Chemical control 1 56 3 0 0 0
5 Chemical control 1 56 4 0 0 0
5 Chemical control 1 56 5 0 0 0
5 Chemical control 1 56 6 1 0 0
5 Chemical control 1 56 7 0 0 0
5 Chemical control 1 56 8 0 0 0
5 Chemical control 1 56 9 0 0 0
5 Chemical control 1 56 10 0 0 0
5 Chemical control 1 63 1 0 0 0
5 Chemical control 1 63 2 1 2 0
5 Chemical control 1 63 3 3 0 0
5 Chemical control 1 63 4 0 0 0
5 Chemical control 1 63 5
5 Chemical control 1 63 6 0 2 0
5 Chemical control 1 63 7 0 0 0
5 Chemical control 1 63 8 0 0 0
5 Chemical control 1 63 9 0 0 0
5 Chemical control 1 63 10 0 0 0
5 Chemical control 1 70 1 0 0 0
5 Chemical control 1 70 2 0 0 0
5 Chemical control 1 70 3 0 11 0
5 Chemical control 1 70 4 0 0 0
5 Chemical control 1 70 5
5 Chemical control 1 70 6 0 0 0
5 Chemical control 1 70 7 0 14 1
5 Chemical control 1 70 8 0 0 0
5 Chemical control 1 70 9 0 0 0
5 Chemical control 1 70 10 0 0 0
5 Chemical control 1 77 1 8 0 0
5 Chemical control 1 77 2 0 0 0
5 Chemical control 1 77 3 0 0 0
5 Chemical control 1 77 4 0 0 0
5 Chemical control 1 77 5 0
5 Chemical control 1 77 6 2 0 0
5 Chemical control 1 77 7 0 0 0
5 Chemical control 1 77 8 0 0 0
5 Chemical control 1 77 9 0 0 0
5 Chemical control 1 77 10 0 0 0
5 Chemical control 1 84 1 14 0 0
5 Chemical control 1 84 2 0 1 0
5 Chemical control 1 84 3 0 0 0
5 Chemical control 1 84 4 0 0 0
5 Chemical control 1 84 5
5 Chemical control 1 84 6 0 0 0
5 Chemical control 1 84 7 7 0 0
5 Chemical control 1 84 8 0 0 0
5 Chemical control 1 84 9 0 0 0
5 Chemical control 1 84 10 0 0 0
5 Chemical control 1 91 1 4 0 1
5 Chemical control 1 91 2 0 0 0
5 Chemical control 1 91 3 0 0 0
5 Chemical control 1 91 4 0 0 0
5 Chemical control 1 91 5 0
5 Chemical control 1 91 6 0 0 0
5 Chemical control 1 91 7 0 0 0
5 Chemical control 1 91 8 0 0 0
5 Chemical control 1 91 9 0 0 0
5 Chemical control 1 91 10 4 0 0
5 Chemical control 1 98 1 1 0 0
5 Chemical control 1 98 2 0 0 0
5 Chemical control 1 98 3 0 0 0
5 Chemical control 1 98 4 0 0 0
5 Chemical control 1 98 5
5 Chemical control 1 98 6 0 0 0
5 Chemical control 1 98 7 0 0 0
5 Chemical control 1 98 8 0 0 0
5 Chemical control 1 98 9 0 0 0
5 Chemical control 1 98 10 0 0 0
5 Chemical control 1 105 1 0 0 0 0
5 Chemical control 1 105 2 0 0 0 0
5 Chemical control 1 105 3 0 0 0 1
5 Chemical control 1 105 4 0 0 1 1
5 Chemical control 1 105 5
5 Chemical control 1 105 6 0 0 0 0
5 Chemical control 1 105 7 0 0 0 1
5 Chemical control 1 105 8 0 0 0 1
5 Chemical control 1 105 9 0 0 0 1
5 Chemical control 1 105 10 0 0 0 1
5 Chemical control 1 112 1 0 0 0
5 Chemical control 1 112 2 0 0 0
5 Chemical control 1 112 3 0 0 0
5 Chemical control 1 112 4 0 0 0
5 Chemical control 1 112 5
5 Chemical control 1 112 6 0 0 0
5 Chemical control 1 112 7 0 0 0
5 Chemical control 1 112 8 0 0 0
5 Chemical control 1 112 9 0 0 0
5 Chemical control 1 112 10 6 0 0
5 Chemical control 1 119 1 0 0 0
5 Chemical control 1 119 2 0 0 0
5 Chemical control 1 119 3 0 0 0
5 Chemical control 1 119 4 0 0 0
5 Chemical control 1 119 5
5 Chemical control 1 119 6 0 0 0
5 Chemical control 1 119 7 0 0 0
5 Chemical control 1 119 8 4 8 0
5 Chemical control 1 119 9 0 29 0
5 Chemical control 1 119 10 9 0 0
5 Chemical control 1 126 1 0 0 0
5 Chemical control 1 126 2 0 0 0
5 Chemical control 1 126 3 0 0 0
5 Chemical control 1 126 4 0 0 0
5 Chemical control 1 126 5
5 Chemical control 1 126 6 0 0 0
5 Chemical control 1 126 7 0 0 0
5 Chemical control 1 126 8 0 0 0
5 Chemical control 1 126 9 0 0 0
5 Chemical control 1 126 10 0 0 0
5 Chemical control 1 143 1 348 9
5 Chemical control 1 143 2 395 13
5 Chemical control 1 143 3 160 13
5 Chemical control 1 143 4 77 3
5 Chemical control 1 143 5
5 Chemical control 1 143 6 51 2
5 Chemical control 1 143 7 327 14
5 Chemical control 1 143 8 125 11
5 Chemical control 1 143 9 170 5
5 Chemical control 1 143 10 270 7
5 Chemical control 1 150 1 1 8
5 Chemical control 1 150 2 9 4
5 Chemical control 1 150 3 3 10
5 Chemical control 1 150 4 0 3
5 Chemical control 1 150 5
5 Chemical control 1 150 6 2 0
5 Chemical control 1 150 7 4 10
5 Chemical control 1 150 8 11 0
5 Chemical control 1 150 9 0 5
5 Chemical control 1 150 10 0 7
1 Control 1 49 1 0 0 0
1 Control 1 49 2 0 0 0
1 Control 1 49 3 0 0 0
1 Control 1 49 4 0 1 0
1 Control 1 49 5 0 0 0
1 Control 1 49 6 0 0 0
1 Control 1 49 7 0 0 0
1 Control 1 49 8 0 0 0
1 Control 1 49 9 0 0 0
1 Control 1 49 10 0 0 0
1 Control 1 56 1 0 0 0
1 Control 1 56 2 0 0 0
1 Control 1 56 3 15 0 0
1 Control 1 56 4 0 0 0
1 Control 1 56 5 0 0 0
1 Control 1 56 6 0 0 0
1 Control 1 56 7 0 0 0
1 Control 1 56 8 0 0 0
1 Control 1 56 9 0 0 0
1 Control 1 56 10 0 0 0
1 Control 1 63 1 0 0 0
1 Control 1 63 2
1 Control 1 63 3 23 0 0
1 Control 1 63 4 0 0 0
1 Control 1 63 5 0 0 0
1 Control 1 63 6 0 0 0
1 Control 1 63 7 0 0 0
1 Control 1 63 8 0 0 0
1 Control 1 63 9 0 0 0
1 Control 1 63 10 0 0 0
1 Control 1 70 1 0 8 0
1 Control 1 70 2
1 Control 1 70 3 0 34 2
1 Control 1 70 4 0 0 0
1 Control 1 70 5 0 0 0
1 Control 1 70 6 0 14 0
1 Control 1 70 7 0 0 0
1 Control 1 70 8 0 0 0
1 Control 1 70 9
1 Control 1 70 10
1 Control 1 77 1 2 0 0
1 Control 1 77 2
1 Control 1 77 3 160 3 1
1 Control 1 77 4 2 0 0
1 Control 1 77 5 16 0 0
1 Control 1 77 6 0 0 0
1 Control 1 77 7 1 2 0
1 Control 1 77 8 1 0 0
1 Control 1 77 9
1 Control 1 77 10
1 Control 1 84 1 0 0 0
1 Control 1 84 2
1 Control 1 84 3 14 115 1
1 Control 1 84 4 0 12 0
1 Control 1 84 5 15 22 0
1 Control 1 84 6 10 18 0
1 Control 1 84 7 2 15 0
1 Control 1 84 8 0 6 0
1 Control 1 84 9
1 Control 1 84 10
1 Control 1 91 1 0 0 0
1 Control 1 91 2
1 Control 1 91 3 22 72 0
1 Control 1 91 4 18 29 2
1 Control 1 91 5 15 13 0
1 Control 1 91 6 9 18 0
1 Control 1 91 7 4 12 1
1 Control 1 91 8 0 24 0
1 Control 1 91 9
1 Control 1 91 10
1 Control 1 98 1 25 15 0
1 Control 1 98 2
1 Control 1 98 3
1 Control 1 98 4 16 8 0
1 Control 1 98 5 32 16 0
1 Control 1 98 6 28 55 0
1 Control 1 98 7 16 25 0
1 Control 1 98 8 7 12 0
1 Control 1 98 9
1 Control 1 98 10
1 Control 1 105 1 0 150 0 1
1 Control 1 105 2
1 Control 1 105 3
1 Control 1 105 4 0 90 1 1
1 Control 1 105 5 0 160 0 1
1 Control 1 105 6 17 140 0 1
1 Control 1 105 7 0 40 0 1
1 Control 1 105 8 0 0 0 0
1 Control 1 105 9
1 Control 1 105 10
1 Control 1 112 1 0 21 1
1 Control 1 112 2
1 Control 1 112 3
1 Control 1 112 4 0 70 1
1 Control 1 112 5 16 55 1
1 Control 1 112 6 0 65 2
1 Control 1 112 7 0 7 0
1 Control 1 112 8 0 0 0
1 Control 1 112 9
1 Control 1 112 10
1 Control 1 119 1 0 0 0
1 Control 1 119 2
1 Control 1 119 3
1 Control 1 119 4 0 105 0
1 Control 1 119 5 31 60 0
1 Control 1 119 6 0 50 0
1 Control 1 119 7 0 0 0
1 Control 1 119 8 0 0 0
1 Control 1 119 9
1 Control 1 119 10
1 Control 1 126 1 0 0 2
1 Control 1 126 2
1 Control 1 126 3
1 Control 1 126 4 0 43 0
1 Control 1 126 5 0 6 0
1 Control 1 126 6 0 0 0
1 Control 1 126 7 0 0 0
1 Control 1 126 8 0 0 0
1 Control 1 126 9
1 Control 1 126 10
1 Control 1 143 1 50 3
1 Control 1 143 2
1 Control 1 143 3
1 Control 1 143 4 26 1
1 Control 1 143 5 0 0
1 Control 1 143 6 0 0
1 Control 1 143 7 0 0
1 Control 1 143 8 78 5
1 Control 1 143 9
1 Control 1 143 10
1 Control 1 150 1 3 0
1 Control 1 150 2
1 Control 1 150 3
1 Control 1 150 4 1 0
1 Control 1 150 5 0 0
1 Control 1 150 6 0 0
1 Control 1 150 7 0 0
1 Control 1 150 8 0 5
1 Control 1 150 9
1 Control 1 150 10
4 Metarhizium anisopliae 1 49 1 0 0 0
4 Metarhizium anisopliae 1 49 2 0 0 0
4 Metarhizium anisopliae 1 49 3 0 0 0
4 Metarhizium anisopliae 1 49 4 0 0 0
4 Metarhizium anisopliae 1 49 5 0 0 0
4 Metarhizium anisopliae 1 49 6 0 0 0
4 Metarhizium anisopliae 1 49 7 0 0 0
4 Metarhizium anisopliae 1 49 8 0 0 0
4 Metarhizium anisopliae 1 49 9 0 0 0
4 Metarhizium anisopliae 1 49 10 0 0 0
4 Metarhizium anisopliae 1 56 1 0 0 0
4 Metarhizium anisopliae 1 56 2 0 0 0
4 Metarhizium anisopliae 1 56 3 0 0 0
4 Metarhizium anisopliae 1 56 4 5 0 1
4 Metarhizium anisopliae 1 56 5 0 0 0
4 Metarhizium anisopliae 1 56 6 0 0 0
4 Metarhizium anisopliae 1 56 7 0 0 0
4 Metarhizium anisopliae 1 56 8 0 0 0
4 Metarhizium anisopliae 1 56 9 0 0 0
4 Metarhizium anisopliae 1 56 10 0 0 0
4 Metarhizium anisopliae 1 63 1 0 0 0
4 Metarhizium anisopliae 1 63 2 0 1 0
4 Metarhizium anisopliae 1 63 3 0 0 0
4 Metarhizium anisopliae 1 63 4 15 0 1
4 Metarhizium anisopliae 1 63 5 0 0 0
4 Metarhizium anisopliae 1 63 6 0 0 0
4 Metarhizium anisopliae 1 63 7 0 0 0
4 Metarhizium anisopliae 1 63 8 0 0 0
4 Metarhizium anisopliae 1 63 9 0 0 0
4 Metarhizium anisopliae 1 63 10 0 0 0
4 Metarhizium anisopliae 1 70 1 0 0 0
4 Metarhizium anisopliae 1 70 2 0 0 0
4 Metarhizium anisopliae 1 70 3
4 Metarhizium anisopliae 1 70 4 0 17 0
4 Metarhizium anisopliae 1 70 5 0 0 0
4 Metarhizium anisopliae 1 70 6 0 0 0
4 Metarhizium anisopliae 1 70 7 0 0 0
4 Metarhizium anisopliae 1 70 8 0 39 1
4 Metarhizium anisopliae 1 70 9 0 0 0
4 Metarhizium anisopliae 1 70 10 0 0 0
4 Metarhizium anisopliae 1 77 1 0 0 0
4 Metarhizium anisopliae 1 77 2 37 0 0
4 Metarhizium anisopliae 1 77 3
4 Metarhizium anisopliae 1 77 4 21 0 1
4 Metarhizium anisopliae 1 77 5 0 0 0
4 Metarhizium anisopliae 1 77 6 0 0 0
4 Metarhizium anisopliae 1 77 7 0 0 0
4 Metarhizium anisopliae 1 77 8 0 0 0
4 Metarhizium anisopliae 1 77 9 0 4 0
4 Metarhizium anisopliae 1 77 10 0 0 0
4 Metarhizium anisopliae 1 84 1 0 0 0
4 Metarhizium anisopliae 1 84 2 3 9 0
4 Metarhizium anisopliae 1 84 3
4 Metarhizium anisopliae 1 84 4 28 10 1
4 Metarhizium anisopliae 1 84 5 3 0 0
4 Metarhizium anisopliae 1 84 6 0 0 0
4 Metarhizium anisopliae 1 84 7 0 0 0
4 Metarhizium anisopliae 1 84 8 0 0 0
4 Metarhizium anisopliae 1 84 9 0 2 0
4 Metarhizium anisopliae 1 84 10 0 0 0
4 Metarhizium anisopliae 1 91 1 0 0 0
4 Metarhizium anisopliae 1 91 2 12 15 0
4 Metarhizium anisopliae 1 91 3
4 Metarhizium anisopliae 1 91 4 34 27 0
4 Metarhizium anisopliae 1 91 5 0 5 0
4 Metarhizium anisopliae 1 91 6 0 0 1
4 Metarhizium anisopliae 1 91 7 0 0 0
4 Metarhizium anisopliae 1 91 8 0 0 0
4 Metarhizium anisopliae 1 91 9 0 6 0
4 Metarhizium anisopliae 1 91 10 0 0 0
4 Metarhizium anisopliae 1 98 1 2 3 0
4 Metarhizium anisopliae 1 98 2 17 12 0
4 Metarhizium anisopliae 1 98 3
4 Metarhizium anisopliae 1 98 4 3 5 0
4 Metarhizium anisopliae 1 98 5
4 Metarhizium anisopliae 1 98 6 0 0 0
4 Metarhizium anisopliae 1 98 7 0 0 0
4 Metarhizium anisopliae 1 98 8
4 Metarhizium anisopliae 1 98 9 0 0 0
4 Metarhizium anisopliae 1 98 10 1 8 0
4 Metarhizium anisopliae 1 105 1 0 2 0 0
4 Metarhizium anisopliae 1 105 2 0 46 0 0
4 Metarhizium anisopliae 1 105 3
4 Metarhizium anisopliae 1 105 4 3 45 0 1
4 Metarhizium anisopliae 1 105 5
4 Metarhizium anisopliae 1 105 6 0 0 0 0
4 Metarhizium anisopliae 1 105 7 0 0 0 0
4 Metarhizium anisopliae 1 105 8
4 Metarhizium anisopliae 1 105 9 0 0 0 1
4 Metarhizium anisopliae 1 105 10 0 5 0 0
4 Metarhizium anisopliae 1 112 1 0 0 0
4 Metarhizium anisopliae 1 112 2 0 43 0
4 Metarhizium anisopliae 1 112 3
4 Metarhizium anisopliae 1 112 4 0 47 0
4 Metarhizium anisopliae 1 112 5
4 Metarhizium anisopliae 1 112 6 0 0 0
4 Metarhizium anisopliae 1 112 7 0 0 0
4 Metarhizium anisopliae 1 112 8
4 Metarhizium anisopliae 1 112 9 0 0 0
4 Metarhizium anisopliae 1 112 10 0 4 0
4 Metarhizium anisopliae 1 119 1 0 0 0
4 Metarhizium anisopliae 1 119 2 0 10 0
4 Metarhizium anisopliae 1 119 3
4 Metarhizium anisopliae 1 119 4 0 8 0
4 Metarhizium anisopliae 1 119 5
4 Metarhizium anisopliae 1 119 6 0 0 0
4 Metarhizium anisopliae 1 119 7 0 0 0
4 Metarhizium anisopliae 1 119 8
4 Metarhizium anisopliae 1 119 9 0 0 0
4 Metarhizium anisopliae 1 119 10 0 0 0
4 Metarhizium anisopliae 1 126 1 8 0 0
4 Metarhizium anisopliae 1 126 2 0 0 0
4 Metarhizium anisopliae 1 126 3
4 Metarhizium anisopliae 1 126 4 0 5 0
4 Metarhizium anisopliae 1 126 5
4 Metarhizium anisopliae 1 126 6 0 0 0
4 Metarhizium anisopliae 1 126 7 0 0 0
4 Metarhizium anisopliae 1 126 8
4 Metarhizium anisopliae 1 126 9 0 0 0
4 Metarhizium anisopliae 1 126 10 1 0 0
4 Metarhizium anisopliae 1 143 1 146 9
4 Metarhizium anisopliae 1 143 2 6 1
4 Metarhizium anisopliae 1 143 3
4 Metarhizium anisopliae 1 143 4 59 7
4 Metarhizium anisopliae 1 143 5
4 Metarhizium anisopliae 1 143 6 115 8
4 Metarhizium anisopliae 1 143 7 210 8
4 Metarhizium anisopliae 1 143 8
4 Metarhizium anisopliae 1 143 9 86 7
4 Metarhizium anisopliae 1 143 10 218 6
4 Metarhizium anisopliae 1 150 1 7 2
4 Metarhizium anisopliae 1 150 2 1 0
4 Metarhizium anisopliae 1 150 3
4 Metarhizium anisopliae 1 150 4 7 0
4 Metarhizium anisopliae 1 150 5
4 Metarhizium anisopliae 1 150 6 0 8
4 Metarhizium anisopliae 1 150 7 3 5
4 Metarhizium anisopliae 1 150 8
4 Metarhizium anisopliae 1 150 9 2 5
4 Metarhizium anisopliae 1 150 10 3 3
2 Beauveria bassiana 1 49 1 0 0 0
2 Beauveria bassiana 1 49 2 13 0 1
2 Beauveria bassiana 1 49 3 0 0 0
2 Beauveria bassiana 1 49 4 0 0 0
2 Beauveria bassiana 1 49 5 0 0 0
2 Beauveria bassiana 1 49 6 0 0 0
2 Beauveria bassiana 1 49 7 0 0 0
2 Beauveria bassiana 1 49 8 0 0 0
2 Beauveria bassiana 1 49 9 0 0 0
2 Beauveria bassiana 1 49 10 0 0 0
2 Beauveria bassiana 1 56 1 0 0 0
2 Beauveria bassiana 1 56 2 0 0 0
2 Beauveria bassiana 1 56 3 0 0 0
2 Beauveria bassiana 1 56 4 0 0 0
2 Beauveria bassiana 1 56 5 0 0 0
2 Beauveria bassiana 1 56 6 0 0 0
2 Beauveria bassiana 1 56 7 0 0 0
2 Beauveria bassiana 1 56 8 0 0 0
2 Beauveria bassiana 1 56 9 0 0 0
2 Beauveria bassiana 1 56 10 0 0 0
2 Beauveria bassiana 1 63 1 0 0 0
2 Beauveria bassiana 1 63 2 3 0 0
2 Beauveria bassiana 1 63 3 0 0 0
2 Beauveria bassiana 1 63 4 0 0 0
2 Beauveria bassiana 1 63 5 0 0 0
2 Beauveria bassiana 1 63 6 0 0 0
2 Beauveria bassiana 1 63 7
2 Beauveria bassiana 1 63 8 0 0 0
2 Beauveria bassiana 1 63 9 0 0 0
2 Beauveria bassiana 1 63 10 0 0 0
2 Beauveria bassiana 1 70 1 0 0 0
2 Beauveria bassiana 1 70 2 0 7 0
2 Beauveria bassiana 1 70 3 0 13 0
2 Beauveria bassiana 1 70 4 0 0 0
2 Beauveria bassiana 1 70 5 0 25 2
2 Beauveria bassiana 1 70 6 0 0 0
2 Beauveria bassiana 1 70 7
2 Beauveria bassiana 1 70 8 0 0 0
2 Beauveria bassiana 1 70 9
2 Beauveria bassiana 1 70 10 0 0 0
2 Beauveria bassiana 1 77 1 8 0 0
2 Beauveria bassiana 1 77 2 4 1 0
2 Beauveria bassiana 1 77 3 0 0 0
2 Beauveria bassiana 1 77 4 2 0 1
2 Beauveria bassiana 1 77 5 13 0 1
2 Beauveria bassiana 1 77 6 0 0 0
2 Beauveria bassiana 1 77 7
2 Beauveria bassiana 1 77 8
2 Beauveria bassiana 1 77 9
2 Beauveria bassiana 1 77 10 0 0 0
2 Beauveria bassiana 1 84 1 0 0 0
2 Beauveria bassiana 1 84 2 0 0 0
2 Beauveria bassiana 1 84 3 3 5 1
2 Beauveria bassiana 1 84 4 0 0 0
2 Beauveria bassiana 1 84 5 6 2 0
2 Beauveria bassiana 1 84 6 0 0 0
2 Beauveria bassiana 1 84 7
2 Beauveria bassiana 1 84 8
2 Beauveria bassiana 1 84 9
2 Beauveria bassiana 1 84 10 0 0 0
2 Beauveria bassiana 1 91 1 0 0 0
2 Beauveria bassiana 1 91 2 0 3 0
2 Beauveria bassiana 1 91 3 0 9 0
2 Beauveria bassiana 1 91 4 0 0 1
2 Beauveria bassiana 1 91 5 12 2 0
2 Beauveria bassiana 1 91 6 0 0 0
2 Beauveria bassiana 1 91 7
2 Beauveria bassiana 1 91 8
2 Beauveria bassiana 1 91 9
2 Beauveria bassiana 1 91 10 0 0 0
2 Beauveria bassiana 1 98 1
2 Beauveria bassiana 1 98 2
2 Beauveria bassiana 1 98 3 10 22 0
2 Beauveria bassiana 1 98 4 40 15 0
2 Beauveria bassiana 1 98 5 8 10 0
2 Beauveria bassiana 1 98 6 28 5 1
2 Beauveria bassiana 1 98 7
2 Beauveria bassiana 1 98 8
2 Beauveria bassiana 1 98 9
2 Beauveria bassiana 1 98 10 2 6 0
2 Beauveria bassiana 1 105 1
2 Beauveria bassiana 1 105 2
2 Beauveria bassiana 1 105 3 0 46 0 1
2 Beauveria bassiana 1 105 4 0 13 0 1
2 Beauveria bassiana 1 105 5 0 60 0 1
2 Beauveria bassiana 1 105 6 6 10 0 1
2 Beauveria bassiana 1 105 7
2 Beauveria bassiana 1 105 8
2 Beauveria bassiana 1 105 9
2 Beauveria bassiana 1 105 10 0 0 0 1
2 Beauveria bassiana 1 112 1
2 Beauveria bassiana 1 112 2
2 Beauveria bassiana 1 112 3 0 35 0
2 Beauveria bassiana 1 112 4 0 19 0
2 Beauveria bassiana 1 112 5 0 55 0
2 Beauveria bassiana 1 112 6 0 8 0
2 Beauveria bassiana 1 112 7
2 Beauveria bassiana 1 112 8
2 Beauveria bassiana 1 112 9
2 Beauveria bassiana 1 112 10 0 0 0
2 Beauveria bassiana 1 119 1
2 Beauveria bassiana 1 119 2
2 Beauveria bassiana 1 119 3 12 4 0
2 Beauveria bassiana 1 119 4 28 0 0
2 Beauveria bassiana 1 119 5 0 10 0
2 Beauveria bassiana 1 119 6 1 0 0
2 Beauveria bassiana 1 119 7
2 Beauveria bassiana 1 119 8
2 Beauveria bassiana 1 119 9
2 Beauveria bassiana 1 119 10 0 0 0
2 Beauveria bassiana 1 126 1
2 Beauveria bassiana 1 126 2
2 Beauveria bassiana 1 126 3 0 0 0
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2 Beauveria bassiana 1 126 7
2 Beauveria bassiana 1 126 8
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2 Beauveria bassiana 1 126 10 0 0 0
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2 Beauveria bassiana 1 143 2
2 Beauveria bassiana 1 143 3 166 4
2 Beauveria bassiana 1 143 4 93 7
2 Beauveria bassiana 1 143 5 24 2
2 Beauveria bassiana 1 143 6 0 0
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2 Beauveria bassiana 1 143 8
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2 Beauveria bassiana 1 143 10 39 4
2 Beauveria bassiana 1 150 1
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2 Beauveria bassiana 1 150 7
2 Beauveria bassiana 1 150 8
2 Beauveria bassiana 1 150 9
2 Beauveria bassiana 1 150 10 1 3
3 Paecilomyces lilacinus 1 49 1 0 0 0
3 Paecilomyces lilacinus 1 49 2 0 0 0
3 Paecilomyces lilacinus 1 49 3 0 0 0
3 Paecilomyces lilacinus 1 49 4 0 0 0
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3 Paecilomyces lilacinus 1 49 8 0 0 0
3 Paecilomyces lilacinus 1 49 9 0 0 0
3 Paecilomyces lilacinus 1 49 10 0 0 0
3 Paecilomyces lilacinus 1 56 1 0 0 0
3 Paecilomyces lilacinus 1 56 2 0 0 0
3 Paecilomyces lilacinus 1 56 3 0 0 0
3 Paecilomyces lilacinus 1 56 4 0 0 0
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3 Paecilomyces lilacinus 1 91 6 17 0 0
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1 Control 3 56 1 0 0 0
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1 Control 3 63 2 6 0 0
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1 Control 3 63 4 3 0 0
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1 Control 3 63 10 7 1 0
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1 Control 3 70 2 0 61 1
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1 Control 3 70 4 0 1 4
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1 Control 3 70 8 0 0 1
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1 Control 3 77 1
1 Control 3 77 2 10 0 1
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1 Control 3 77 4 0 0 0
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1 Control 3 77 8 25 5 1
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1 Control 3 84 1
1 Control 3 84 2 7 13 4
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1 Control 3 84 4 8 34 0
1 Control 3 84 5 12 100 0
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1 Control 3 84 8 25 20 1
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1 Control 3 91 1
1 Control 3 91 2 18 22 3
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1 Control 3 91 4 122 78 1
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1 Control 3 91 6 110 180 2
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1 Control 3 98 2 18 10 3
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1 Control 3 143 4 15 2
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1 Control 3 143 7
1 Control 3 143 8 31 3
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4 Metarhizium anisopliae 4 63 5 2 0 0
4 Metarhizium anisopliae 4 63 6 2 0 0
4 Metarhizium anisopliae 4 63 7 0 0 0
4 Metarhizium anisopliae 4 63 8 0 0 0
4 Metarhizium anisopliae 4 63 9
4 Metarhizium anisopliae 4 63 10
4 Metarhizium anisopliae 4 70 1 0 6 0
4 Metarhizium anisopliae 4 70 2 0 0 0
4 Metarhizium anisopliae 4 70 3 0 0 0
4 Metarhizium anisopliae 4 70 4 0 0 0
4 Metarhizium anisopliae 4 70 5 4 0 0
4 Metarhizium anisopliae 4 70 6 0 21 0
4 Metarhizium anisopliae 4 70 7 0 30 1
4 Metarhizium anisopliae 4 70 8 0 0 1
4 Metarhizium anisopliae 4 70 9
4 Metarhizium anisopliae 4 70 10
4 Metarhizium anisopliae 4 77 1 0 0 0
4 Metarhizium anisopliae 4 77 2 0 4 1
4 Metarhizium anisopliae 4 77 3 0 2 0
4 Metarhizium anisopliae 4 77 4 0 3 0
4 Metarhizium anisopliae 4 77 5
4 Metarhizium anisopliae 4 77 6 0 1 0
4 Metarhizium anisopliae 4 77 7 25 17 0
4 Metarhizium anisopliae 4 77 8 6 0 0
4 Metarhizium anisopliae 4 77 9
4 Metarhizium anisopliae 4 77 10
4 Metarhizium anisopliae 4 84 1 0 0 1
4 Metarhizium anisopliae 4 84 2 0 10 0
4 Metarhizium anisopliae 4 84 3 0 21 0
4 Metarhizium anisopliae 4 84 4 0 0 0
4 Metarhizium anisopliae 4 84 5
4 Metarhizium anisopliae 4 84 6 0 9 0
4 Metarhizium anisopliae 4 84 7 0 8 0
4 Metarhizium anisopliae 4 84 8 0 0 0
4 Metarhizium anisopliae 4 84 9
4 Metarhizium anisopliae 4 84 10
4 Metarhizium anisopliae 4 91 1 0 0 0
4 Metarhizium anisopliae 4 91 2 0 5 0
4 Metarhizium anisopliae 4 91 3 0 13 0
4 Metarhizium anisopliae 4 91 4 0 0 1
4 Metarhizium anisopliae 4 91 5
4 Metarhizium anisopliae 4 91 6 0 2 0
4 Metarhizium anisopliae 4 91 7 0 9 0
4 Metarhizium anisopliae 4 91 8 0 0 0
4 Metarhizium anisopliae 4 91 9
4 Metarhizium anisopliae 4 91 10
4 Metarhizium anisopliae 4 98 1
4 Metarhizium anisopliae 4 98 2 45 22 3
4 Metarhizium anisopliae 4 98 3 13 28 0
4 Metarhizium anisopliae 4 98 4
4 Metarhizium anisopliae 4 98 5
4 Metarhizium anisopliae 4 98 6 0 5 0
4 Metarhizium anisopliae 4 98 7 16 8 0
4 Metarhizium anisopliae 4 98 8 3 11 0
4 Metarhizium anisopliae 4 98 9
4 Metarhizium anisopliae 4 98 10
4 Metarhizium anisopliae 4 105 1
4 Metarhizium anisopliae 4 105 2 0 44 0 0
4 Metarhizium anisopliae 4 105 3 0 32 0 1
4 Metarhizium anisopliae 4 105 4
4 Metarhizium anisopliae 4 105 5
4 Metarhizium anisopliae 4 105 6 0 52 0 0
4 Metarhizium anisopliae 4 105 7 0 38 0 0
4 Metarhizium anisopliae 4 105 8 0 43 0 0
4 Metarhizium anisopliae 4 105 9
4 Metarhizium anisopliae 4 105 10
4 Metarhizium anisopliae 4 112 1
4 Metarhizium anisopliae 4 112 2 0 40 0
4 Metarhizium anisopliae 4 112 3 0 20 0
4 Metarhizium anisopliae 4 112 4
4 Metarhizium anisopliae 4 112 5
4 Metarhizium anisopliae 4 112 6 0 48 0
4 Metarhizium anisopliae 4 112 7 0 40 0
4 Metarhizium anisopliae 4 112 8 0 26 0
4 Metarhizium anisopliae 4 112 9
4 Metarhizium anisopliae 4 112 10
4 Metarhizium anisopliae 4 119 1
4 Metarhizium anisopliae 4 119 2 0 4 0
4 Metarhizium anisopliae 4 119 3 0 6 0
4 Metarhizium anisopliae 4 119 4
4 Metarhizium anisopliae 4 119 5
4 Metarhizium anisopliae 4 119 6 0 4 0
4 Metarhizium anisopliae 4 119 7 0 0 0
4 Metarhizium anisopliae 4 119 8 0 0 0
4 Metarhizium anisopliae 4 119 9
4 Metarhizium anisopliae 4 119 10
4 Metarhizium anisopliae 4 126 1
4 Metarhizium anisopliae 4 126 2 0 2 0
4 Metarhizium anisopliae 4 126 3 0 6 0
4 Metarhizium anisopliae 4 126 4
4 Metarhizium anisopliae 4 126 5
4 Metarhizium anisopliae 4 126 6 0 0 0
4 Metarhizium anisopliae 4 126 7 0 0 0
4 Metarhizium anisopliae 4 126 8 0 0 0
4 Metarhizium anisopliae 4 126 9
4 Metarhizium anisopliae 4 126 10
4 Metarhizium anisopliae 4 143 1
4 Metarhizium anisopliae 4 143 2 143 7
4 Metarhizium anisopliae 4 143 3 54 4
4 Metarhizium anisopliae 4 143 4
4 Metarhizium anisopliae 4 143 5
4 Metarhizium anisopliae 4 143 6 25 4
4 Metarhizium anisopliae 4 143 7 120 3
4 Metarhizium anisopliae 4 143 8 261 10
4 Metarhizium anisopliae 4 143 9
4 Metarhizium anisopliae 4 143 10
4 Metarhizium anisopliae 4 150 1
4 Metarhizium anisopliae 4 150 2 4 3
4 Metarhizium anisopliae 4 150 3 2 2
4 Metarhizium anisopliae 4 150 4
4 Metarhizium anisopliae 4 150 5
4 Metarhizium anisopliae 4 150 6 2 2
4 Metarhizium anisopliae 4 150 7 1 2
4 Metarhizium anisopliae 4 150 8 1 9
4 Metarhizium anisopliae 4 150 9
4 Metarhizium anisopliae 4 150 10
3 Paecilomyces lilacinus 4 49 1 0 0 0
3 Paecilomyces lilacinus 4 49 2 8 0 0
3 Paecilomyces lilacinus 4 49 3 0 0 0
3 Paecilomyces lilacinus 4 49 4 0 0 0
3 Paecilomyces lilacinus 4 49 5 0 0 0
3 Paecilomyces lilacinus 4 49 6 0 0 0
3 Paecilomyces lilacinus 4 49 7 1 0 0
3 Paecilomyces lilacinus 4 49 8 1 0 0
3 Paecilomyces lilacinus 4 49 9 0 0 0
3 Paecilomyces lilacinus 4 49 10 0 0 0
3 Paecilomyces lilacinus 4 56 1 0 0 0
3 Paecilomyces lilacinus 4 56 2 18 0 0
3 Paecilomyces lilacinus 4 56 3 6 0 1
3 Paecilomyces lilacinus 4 56 4 0 0 0
3 Paecilomyces lilacinus 4 56 5 31 0 0
3 Paecilomyces lilacinus 4 56 6 0 0 0
3 Paecilomyces lilacinus 4 56 7 0 0 0
3 Paecilomyces lilacinus 4 56 8 0 0 0
3 Paecilomyces lilacinus 4 56 9 0 0 0
3 Paecilomyces lilacinus 4 56 10 8 0 0
3 Paecilomyces lilacinus 4 63 1 0 0 0
3 Paecilomyces lilacinus 4 63 2
3 Paecilomyces lilacinus 4 63 3 4 0 0
3 Paecilomyces lilacinus 4 63 4 0 0 0
3 Paecilomyces lilacinus 4 63 5 7 0 0
3 Paecilomyces lilacinus 4 63 6 3 0 0
3 Paecilomyces lilacinus 4 63 7
3 Paecilomyces lilacinus 4 63 8
3 Paecilomyces lilacinus 4 63 9
3 Paecilomyces lilacinus 4 63 10 19 0 0
3 Paecilomyces lilacinus 4 70 1 2 50 0
3 Paecilomyces lilacinus 4 70 2
3 Paecilomyces lilacinus 4 70 3 0 12 0
3 Paecilomyces lilacinus 4 70 4 0 0 0
3 Paecilomyces lilacinus 4 70 5 0 34 0
3 Paecilomyces lilacinus 4 70 6 0 9 0
3 Paecilomyces lilacinus 4 70 7
3 Paecilomyces lilacinus 4 70 8
3 Paecilomyces lilacinus 4 70 9
3 Paecilomyces lilacinus 4 70 10 0 0 0
3 Paecilomyces lilacinus 4 77 1 6 3 0
3 Paecilomyces lilacinus 4 77 2
3 Paecilomyces lilacinus 4 77 3 7 0 0
3 Paecilomyces lilacinus 4 77 4 0 0 0
3 Paecilomyces lilacinus 4 77 5 0 0 0
3 Paecilomyces lilacinus 4 77 6 0 4 0
3 Paecilomyces lilacinus 4 77 7
3 Paecilomyces lilacinus 4 77 8
3 Paecilomyces lilacinus 4 77 9
3 Paecilomyces lilacinus 4 77 10
3 Paecilomyces lilacinus 4 84 1 32 7 3
3 Paecilomyces lilacinus 4 84 2
3 Paecilomyces lilacinus 4 84 3 1 0 0
3 Paecilomyces lilacinus 4 84 4 0 0 0
3 Paecilomyces lilacinus 4 84 5 33 2 0
3 Paecilomyces lilacinus 4 84 6 13 1 1
3 Paecilomyces lilacinus 4 84 7
3 Paecilomyces lilacinus 4 84 8
3 Paecilomyces lilacinus 4 84 9
3 Paecilomyces lilacinus 4 84 10
3 Paecilomyces lilacinus 4 91 1 57 21 0
3 Paecilomyces lilacinus 4 91 2
3 Paecilomyces lilacinus 4 91 3 0 4 0
3 Paecilomyces lilacinus 4 91 4 0 0 0
3 Paecilomyces lilacinus 4 91 5 45 68 1
3 Paecilomyces lilacinus 4 91 6 27 42 0
3 Paecilomyces lilacinus 4 91 7
3 Paecilomyces lilacinus 4 91 8
3 Paecilomyces lilacinus 4 91 9
3 Paecilomyces lilacinus 4 91 10
3 Paecilomyces lilacinus 4 98 1 0 28 0
3 Paecilomyces lilacinus 4 98 2
3 Paecilomyces lilacinus 4 98 3 3 4 0
3 Paecilomyces lilacinus 4 98 4 8 0 1
3 Paecilomyces lilacinus 4 98 5 40 12 1
3 Paecilomyces lilacinus 4 98 6 40 8 1
3 Paecilomyces lilacinus 4 98 7
3 Paecilomyces lilacinus 4 98 8
3 Paecilomyces lilacinus 4 98 9
3 Paecilomyces lilacinus 4 98 10
3 Paecilomyces lilacinus 4 105 1 0 5 0 1
3 Paecilomyces lilacinus 4 105 2
3 Paecilomyces lilacinus 4 105 3 0 8 0 0
3 Paecilomyces lilacinus 4 105 4 0 12 0 0
3 Paecilomyces lilacinus 4 105 5 0 10 0 1
3 Paecilomyces lilacinus 4 105 6 0 7 0 1
3 Paecilomyces lilacinus 4 105 7
3 Paecilomyces lilacinus 4 105 8
3 Paecilomyces lilacinus 4 105 9
3 Paecilomyces lilacinus 4 105 10
3 Paecilomyces lilacinus 4 112 1 0 6 0
3 Paecilomyces lilacinus 4 112 2
3 Paecilomyces lilacinus 4 112 3 0 6 0
3 Paecilomyces lilacinus 4 112 4 0 13 0
3 Paecilomyces lilacinus 4 112 5 0 15 0
3 Paecilomyces lilacinus 4 112 6 0 4 0
3 Paecilomyces lilacinus 4 112 7
3 Paecilomyces lilacinus 4 112 8
3 Paecilomyces lilacinus 4 112 9
3 Paecilomyces lilacinus 4 112 10
3 Paecilomyces lilacinus 4 119 1 0 0 0
3 Paecilomyces lilacinus 4 119 2
3 Paecilomyces lilacinus 4 119 3 0 0 0
3 Paecilomyces lilacinus 4 119 4 0 0 0
3 Paecilomyces lilacinus 4 119 5 0 10 0
3 Paecilomyces lilacinus 4 119 6 0 7 0
3 Paecilomyces lilacinus 4 119 7
3 Paecilomyces lilacinus 4 119 8
3 Paecilomyces lilacinus 4 119 9
3 Paecilomyces lilacinus 4 119 10
3 Paecilomyces lilacinus 4 126 1 0 0 0
3 Paecilomyces lilacinus 4 126 2
3 Paecilomyces lilacinus 4 126 3 0 6 0
3 Paecilomyces lilacinus 4 126 4 0 1 0
3 Paecilomyces lilacinus 4 126 5 0 13 0
3 Paecilomyces lilacinus 4 126 6 0 0 0
3 Paecilomyces lilacinus 4 126 7
3 Paecilomyces lilacinus 4 126 8
3 Paecilomyces lilacinus 4 126 9
3 Paecilomyces lilacinus 4 126 10
3 Paecilomyces lilacinus 4 143 1 9 1
3 Paecilomyces lilacinus 4 143 2
3 Paecilomyces lilacinus 4 143 3 360 3
3 Paecilomyces lilacinus 4 143 4 269 4
3 Paecilomyces lilacinus 4 143 5 33 4
3 Paecilomyces lilacinus 4 143 6 19 3
3 Paecilomyces lilacinus 4 143 7
3 Paecilomyces lilacinus 4 143 8
3 Paecilomyces lilacinus 4 143 9
3 Paecilomyces lilacinus 4 143 10
3 Paecilomyces lilacinus 4 150 1 1 0
3 Paecilomyces lilacinus 4 150 2
3 Paecilomyces lilacinus 4 150 3 1 2
3 Paecilomyces lilacinus 4 150 4 2 2
3 Paecilomyces lilacinus 4 150 5 4 0
3 Paecilomyces lilacinus 4 150 6 3 0
3 Paecilomyces lilacinus 4 150 7
3 Paecilomyces lilacinus 4 150 8
3 Paecilomyces lilacinus 4 150 9
3 Paecilomyces lilacinus 4 150 10
5 Chemical control 4 49 1 0 0 0
5 Chemical control 4 49 2 0 0 0
5 Chemical control 4 49 3 2 0 0
5 Chemical control 4 49 4 31 0 1
5 Chemical control 4 49 5 0 0 1
5 Chemical control 4 49 6 0 0 1
5 Chemical control 4 49 7 16 0 0
5 Chemical control 4 49 8 0 0 0
5 Chemical control 4 49 9 0 0 0
5 Chemical control 4 49 10 78 0 2
5 Chemical control 4 56 1 0 0 0
5 Chemical control 4 56 2 0 0 0
5 Chemical control 4 56 3 0 0 0
5 Chemical control 4 56 4 5 0 0
5 Chemical control 4 56 5 0 0 0
5 Chemical control 4 56 6 0 0 0
5 Chemical control 4 56 7 0 0 0
5 Chemical control 4 56 8 0 0 0
5 Chemical control 4 56 9 0 0 0
5 Chemical control 4 56 10 2 0 0
5 Chemical control 4 63 1 0 0 0
5 Chemical control 4 63 2 0 0 0
5 Chemical control 4 63 3 0 0 0
5 Chemical control 4 63 4 0 0 0
5 Chemical control 4 63 5 0 0 0
5 Chemical control 4 63 6 0 0 0
5 Chemical control 4 63 7 0 0 0
5 Chemical control 4 63 8 0 0 0
5 Chemical control 4 63 9 0 0 0
5 Chemical control 4 63 10
5 Chemical control 4 70 1 0 0 0
5 Chemical control 4 70 2 0 0 0
5 Chemical control 4 70 3 0 0 1
5 Chemical control 4 70 4 0 0 0
5 Chemical control 4 70 5 0 0 0
5 Chemical control 4 70 6 0 0 0
5 Chemical control 4 70 7 0 0 0
5 Chemical control 4 70 8 0 0 0
5 Chemical control 4 70 9 0 0 0
5 Chemical control 4 70 10
5 Chemical control 4 77 1 0 0 0
5 Chemical control 4 77 2 0 0 0
5 Chemical control 4 77 3 0 0 0
5 Chemical control 4 77 4 0 0 0
5 Chemical control 4 77 5 0 0 0
5 Chemical control 4 77 6 0 0 0
5 Chemical control 4 77 7 0 0 0
5 Chemical control 4 77 8 0 0 0
5 Chemical control 4 77 9 0 0 0
5 Chemical control 4 77 10
5 Chemical control 4 84 1 0 0 0
5 Chemical control 4 84 2 0 0 0
5 Chemical control 4 84 3
5 Chemical control 4 84 4
5 Chemical control 4 84 5 0 0 0
5 Chemical control 4 84 6 0 0 0
5 Chemical control 4 84 7 0 0 0
5 Chemical control 4 84 8 0 0 0
5 Chemical control 4 84 9 0 0 0
5 Chemical control 4 84 10
5 Chemical control 4 91 1 0 0 0
5 Chemical control 4 91 2 0 0 0
5 Chemical control 4 91 3
5 Chemical control 4 91 4
5 Chemical control 4 91 5 0 0 1
5 Chemical control 4 91 6 0 0 0
5 Chemical control 4 91 7 4 0 0
5 Chemical control 4 91 8 0 0 0
5 Chemical control 4 91 9 0 0 0
5 Chemical control 4 91 10
5 Chemical control 4 98 1 1 0 0
5 Chemical control 4 98 2 25 0 0
5 Chemical control 4 98 3
5 Chemical control 4 98 4
5 Chemical control 4 98 5 0 0 0
5 Chemical control 4 98 6 2 0 1
5 Chemical control 4 98 7 0 0 0
5 Chemical control 4 98 8 0 0 0
5 Chemical control 4 98 9 0 0 0
5 Chemical control 4 98 10
5 Chemical control 4 105 1 0 0 0 0
5 Chemical control 4 105 2 0 0 2 1
5 Chemical control 4 105 3
5 Chemical control 4 105 4
5 Chemical control 4 105 5 0 0 0 0
5 Chemical control 4 105 6 0 0 0 0
5 Chemical control 4 105 7 0 0 0 0
5 Chemical control 4 105 8 0 0 1 0
5 Chemical control 4 105 9 0 0 0 0
5 Chemical control 4 105 10
5 Chemical control 4 112 1 0 0 0
5 Chemical control 4 112 2 0 0 0
5 Chemical control 4 112 3
5 Chemical control 4 112 4
5 Chemical control 4 112 5 0 0 0
5 Chemical control 4 112 6 0 0 0
5 Chemical control 4 112 7 0 0 0
5 Chemical control 4 112 8 0 0 0
5 Chemical control 4 112 9 0 0 0
5 Chemical control 4 112 10
5 Chemical control 4 119 1 0 0 0
5 Chemical control 4 119 2 0 0 0
5 Chemical control 4 119 3
5 Chemical control 4 119 4
5 Chemical control 4 119 5 0 0 0
5 Chemical control 4 119 6 0 0 0
5 Chemical control 4 119 7 0 0 0
5 Chemical control 4 119 8 0 0 0
5 Chemical control 4 119 9 0 0 0
5 Chemical control 4 119 10
5 Chemical control 4 126 1 0 0 0
5 Chemical control 4 126 2 0 0 0
5 Chemical control 4 126 3
5 Chemical control 4 126 4
5 Chemical control 4 126 5 0 0 0
5 Chemical control 4 126 6 0 0 0
5 Chemical control 4 126 7 0 0 0
5 Chemical control 4 126 8 0 0 0
5 Chemical control 4 126 9 0 0 0
5 Chemical control 4 126 10
5 Chemical control 4 143 1 138 2
5 Chemical control 4 143 2 36 3
5 Chemical control 4 143 3
5 Chemical control 4 143 4
5 Chemical control 4 143 5 116 4
5 Chemical control 4 143 6 1236 18
5 Chemical control 4 143 7 782 16
5 Chemical control 4 143 8 820 17
5 Chemical control 4 143 9 567 9
5 Chemical control 4 143 10
5 Chemical control 4 150 1 2 0
5 Chemical control 4 150 2 3 0
5 Chemical control 4 150 3
5 Chemical control 4 150 4
5 Chemical control 4 150 5 3 1
5 Chemical control 4 150 6 11 7
5 Chemical control 4 150 7 15 1
5 Chemical control 4 150 8 15 2
5 Chemical control 4 150 9 5 4
5 Chemical control 4 150 10

3 Data summary

Summary of the number of data points recorded for each treatment and evaluated variable.

sm <- data %>%
  group_by(Tipo.de.control) %>%
  summarise(across(ndh:nts, ~ sum(!is.na(.))))

sm
## # A tibble: 5 × 9
##   Tipo.de.control          ndh   ndn   nda   npm   ppp   ntp   ntz   nts
##   <fct>                  <int> <int> <int> <int> <int> <int> <int> <int>
## 1 Beauveria bassiana       385   385   385    29    29    29    29    29
## 2 Chemical control         369   371   369    28    28    28    28    28
## 3 Metarhizium anisopliae   346   346   346    24    24    24    24    24
## 4 Paecilomyces lilacinus   339   339   339    25    25    25    25    25
## 5 Control                  316   315   316    22    22    22    22    22

summary <- data %>%
  group_by(Tipo.de.control) %>%
  summarise(
    ndh_sum = sum(ndh[ndh > 0], na.rm = TRUE),
    ndn_sum = sum(ndn[ndn > 0], na.rm = TRUE),
    nda_sum = sum(nda[nda > 0], na.rm = TRUE)
  )

summary %>% kable(align = 'c')
Tipo.de.control ndh_sum ndn_sum nda_sum
Beauveria bassiana 2614 2757 101
Chemical control 494 124 33
Metarhizium anisopliae 1306 2680 157
Paecilomyces lilacinus 939 1091 44
Control 1724 6465 81

summary %>%
  write_sheet(ss = gs, sheet = "tb1")

4 Meteorological data

Climatic conditions of the study area located in the Quispampa Bajo, Huancabamba district, Huancabamba province, Piura region.

met <- range_read(ss = gs, sheet = "clima") %>%
  mutate(date = as_date(Fecha))

scale <- 3

fechas_evento <- as.Date(c("2024-10-28", "2024-11-04", "2024-11-11",
                           "2024-11-18", "2024-11-25", "2024-12-02",
                           "2024-12-09", "2024-12-16", "2024-12-23",
                           "2024-12-30", "2025-01-06", "2025-01-13"))

eventos_df <- data.frame(
  date = fechas_evento,
  label = seq_along(fechas_evento)
)

plot <- met %>%
  ggplot(aes(x = date)) +
  geom_line(aes(y = TMax, color = "Tmax (°C)"), size = 0.8, linetype = "longdash") +
  geom_line(aes(y = TMin, color = "Tmin (°C)"), size = 0.8, linetype = "dotted") +
  geom_bar(aes(y = PP / scale),
    stat = "identity", size = .1, fill = "blue", color = "black", alpha = .4
  ) +
  geom_line(aes(y = HR / scale, color = "HR (%)"), size = 0.8, linetype = "twodash") +
   geom_vline(xintercept = as.numeric(fechas_evento),
             color = "#572364", linetype = "solid", size = 0.7) +
  geom_line(aes(y = NA, color = "Treatment application")) +
  geom_text(data = eventos_df,
            aes(x = date, y = 48, label = label),
            color = "#572364", angle = 90, vjust = -0.5, size = 3.5, fontface = "bold") +
  scale_color_manual("", values = c("HR (%)" = "skyblue",
      "Tmax (°C)" = "red",
      "Tmin (°C)" = "blue",
      "Treatment application" = "#572364")) +
  scale_y_continuous(
    limits = c(0, 50),
    expand = c(0, 0),
    name = "Temperature (°C)",
    sec.axis = sec_axis(~ . * scale, name = "Precipitation (mm)")
  ) +
  scale_x_date(date_breaks = "7 day", date_labels = "%d-%b", name = NULL) +
  theme_minimal_grid() +
  theme(legend.position = "top") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

plot %>%
  ggsave2(
    plot = ., "article/clima.jpg", units = "cm",
    width = 25, height = 15
  )

knitr::include_graphics("article/clima.jpg")

5 Objetives

5.1 Specific Objective 1

To evaluate the behavior of the psyllid Bactericera cockerelli Šulc. under water stress conditions during the phenological development of potato (Solanum tuberosum L.).

5.1.1 Number of eggs

datos_ndh <- data %>%
  filter(!is.na(ndh)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(ndh ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_ndh)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ndh
##                                   F Df  Df.res              Pr(>F)    
## Tipo.de.control              0.9842  5  211.57              0.4283    
## id_variable                 23.2059 11 1684.43 <0.0000000000000002 ***
## Tipo.de.control:id_variable  5.5476 44 1684.76 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()
Tipo.de.control id_variable emmean SE df lower.CL upper.CL group
Beauveria bassiana 105 3.4052415 2.135288 418.5548 -0.7919829 7.602466 aCD
Beauveria bassiana 112 4.4742070 2.135288 418.5548 0.2769826 8.671432 aCD
Beauveria bassiana 119 2.5776553 2.135288 418.5548 -1.6195691 6.774880 aCD
Beauveria bassiana 126 0.5431726 2.135288 418.5548 -3.6540519 4.740397 aD
Beauveria bassiana 49 1.7250000 1.837265 257.1991 -1.8929973 5.342997 aCD
Beauveria bassiana 56 0.8500000 1.837265 257.1991 -2.7679973 4.467997 aD
Beauveria bassiana 63 2.6432659 1.981451 330.8043 -1.2545684 6.541100 aCD
Beauveria bassiana 70 0.0834132 2.009142 346.2134 -3.8682479 4.035074 aD
Beauveria bassiana 77 10.3650088 2.068800 380.2222 6.2972881 14.432730 aBC
Beauveria bassiana 84 10.3972669 2.068800 380.2222 6.3295462 14.464988 aBC
Beauveria bassiana 91 14.3327508 2.068800 380.2222 10.2650300 18.400471 bB
Beauveria bassiana 98 34.6121381 2.135288 418.5548 30.4149137 38.809362 aA
Chemical control 105 0.1131132 2.169854 441.2245 -4.1514202 4.377647 aA
Chemical control 112 0.3273989 2.169854 441.2245 -3.9371345 4.591932 aA
Chemical control 119 0.5773989 2.169854 441.2245 -3.6871345 4.841932 aA
Chemical control 126 0.1131132 2.169854 441.2245 -4.1514202 4.377647 aA
Chemical control 49 3.6500000 1.837265 257.1991 0.0320027 7.267997 aA
Chemical control 56 0.6000000 1.837265 257.1991 -3.0179973 4.217997 aA
Chemical control 63 1.8832522 2.038115 362.7657 -2.1247514 5.891256 aA
Chemical control 70 0.1992143 2.068570 380.3791 -3.8680490 4.266478 aA
Chemical control 77 1.9006877 2.100693 399.1184 -2.2291180 6.030493 bA
Chemical control 84 3.4345418 2.169854 441.2245 -0.8299916 7.699075 abA
Chemical control 91 1.3273989 2.169854 441.2245 -2.9371345 5.591932 cA
Chemical control 98 2.2916847 2.169854 441.2245 -1.9728488 6.556218 cA
Control 105 0.8492710 2.433594 609.7567 -3.9299722 5.628514 aCD
Control 112 0.8038165 2.433594 609.7567 -3.9754267 5.583060 aCD
Control 119 1.4856346 2.433594 609.7567 -3.2936085 6.264878 aBCD
Control 126 0.0765437 2.433594 609.7567 -4.7026994 4.855787 aD
Control 49 1.5250000 1.837265 257.1991 -2.0929973 5.142997 aD
Control 56 2.2500000 1.837265 257.1991 -1.3679973 5.867997 aCD
Control 63 5.8308888 2.100567 399.3736 1.7013387 9.960439 aBCD
Control 70 1.5745648 2.247985 488.7746 -2.8423422 5.991472 aCD
Control 77 11.2246068 2.334409 545.3164 6.6390719 15.810142 aBC
Control 84 4.9959742 2.382512 576.0869 0.3165061 9.675442 abBCD
Control 91 28.3872785 2.382512 576.0869 23.7078105 33.066747 aA
Control 98 12.3038165 2.433594 609.7567 7.5245733 17.083060 bB
Metarhizium anisopliae 105 1.2080937 2.334191 545.5794 -3.3770089 5.793196 aB
Metarhizium anisopliae 112 0.2080937 2.334191 545.5794 -4.3770089 4.793196 aB
Metarhizium anisopliae 119 0.0830937 2.334191 545.5794 -4.5020089 4.668196 aB
Metarhizium anisopliae 126 0.4580937 2.334191 545.5794 -4.1270089 5.043196 aB
Metarhizium anisopliae 49 0.8000000 1.837265 257.1991 -2.8179973 4.417997 aB
Metarhizium anisopliae 56 3.8000000 1.837265 257.1991 0.1820027 7.417997 aB
Metarhizium anisopliae 63 4.1674934 2.069261 379.8106 0.0988517 8.236135 aB
Metarhizium anisopliae 70 0.2322950 2.100915 399.0089 -3.8979498 4.362540 aB
Metarhizium anisopliae 77 4.6405428 2.134501 419.3367 0.4448888 8.836197 abB
Metarhizium anisopliae 84 1.3336193 2.170266 440.8275 -2.9317343 5.598973 bB
Metarhizium anisopliae 91 3.5121908 2.170266 440.8275 -0.7531629 7.777544 cB
Metarhizium anisopliae 98 28.9997603 2.334191 545.5794 24.4146578 33.584863 aA
Paecilomyces lilacinus 105 1.6362648 2.289276 516.7398 -2.8611679 6.133697 aA
Paecilomyces lilacinus 112 0.5562648 2.289276 516.7398 -3.9411679 5.053697 aA
Paecilomyces lilacinus 119 -0.0037352 2.289276 516.7398 -4.5011679 4.493697 aA
Paecilomyces lilacinus 126 -0.0037352 2.289276 516.7398 -4.5011679 4.493697 aA
Paecilomyces lilacinus 49 0.2500000 1.837265 257.1991 -3.3679973 3.867997 aA
Paecilomyces lilacinus 56 1.9500000 1.837265 257.1991 -1.6679973 5.567997 aA
Paecilomyces lilacinus 63 1.8488942 2.100962 399.0305 -2.2814441 5.979233 aA
Paecilomyces lilacinus 70 0.0765957 2.169930 441.2835 -4.1880856 4.341277 aA
Paecilomyces lilacinus 77 3.8176104 2.247359 489.4136 -0.5980519 8.233273 abA
Paecilomyces lilacinus 84 6.9962648 2.289276 516.7398 2.4988321 11.493697 abA
Paecilomyces lilacinus 91 9.3162648 2.289276 516.7398 4.8188321 13.813697 bcA
Paecilomyces lilacinus 98 9.3162648 2.289276 516.7398 4.8188321 13.813697 bcA

p2a <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Eggs plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 50, 10),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  ) +
  guides(fill = guide_legend(label.theme = element_text(face = "italic")))

p2a

5.1.2 Number of nymphs

datos_ndn <- data %>%
  filter(!is.na(ndn)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(ndn ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_ndn)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ndn
##                                  F Df  Df.res                Pr(>F)    
## Tipo.de.control             0.0311  5  169.25                0.9995    
## id_variable                 7.1798 11 1684.74     0.000000000004711 ***
## Tipo.de.control:id_variable 9.5773 44 1684.93 < 0.00000000000000022 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()
Tipo.de.control id_variable emmean SE df lower.CL upper.CL group
Beauveria bassiana 105 24.9961730 3.220829 259.7397 18.6539132 31.338433 bA
Beauveria bassiana 112 18.2030695 3.220829 259.7397 11.8608098 24.545329 bcAB
Beauveria bassiana 119 8.7203109 3.220829 259.7397 2.3780511 15.062571 bBC
Beauveria bassiana 126 4.7203109 3.220829 259.7397 -1.6219489 11.062571 aBC
Beauveria bassiana 49 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aC
Beauveria bassiana 56 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aC
Beauveria bassiana 63 0.0453438 2.999428 202.4877 -5.8687739 5.959461 aC
Beauveria bassiana 70 3.5771682 3.039106 212.2595 -2.4135265 9.567863 aC
Beauveria bassiana 77 2.1298396 3.124985 234.2117 -4.0268311 8.286510 aC
Beauveria bassiana 84 6.3233880 3.124985 234.2117 0.1667173 12.480059 bBC
Beauveria bassiana 91 10.8072589 3.124985 234.2117 4.6505883 16.963930 bBC
Beauveria bassiana 98 12.5134144 3.220829 259.7397 6.1711546 18.855674 bcABC
Chemical control 105 0.1521838 3.270340 274.3760 -6.2859641 6.590332 cA
Chemical control 112 0.1521838 3.270340 274.3760 -6.2859641 6.590332 dA
Chemical control 119 1.4736124 3.270340 274.3760 -4.9645355 7.911760 bA
Chemical control 126 0.1521838 3.270340 274.3760 -6.2859641 6.590332 aA
Chemical control 49 1.0750000 2.792820 156.4696 -4.4414931 6.591493 aA
Chemical control 56 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aA
Chemical control 63 0.1551134 3.080827 222.8423 -5.9161698 6.226397 aA
Chemical control 70 0.9403566 3.124538 234.2108 -5.2154335 7.096147 aA
Chemical control 77 0.0226686 3.125213 234.1195 -6.1344648 6.179802 aA
Chemical control 84 0.4378981 3.270340 274.3760 -6.0002498 6.876046 bA
Chemical control 91 0.1569471 3.220050 259.7968 -6.1837730 6.497667 bA
Chemical control 98 0.2593267 3.270340 274.3760 -6.1788212 6.697475 dA
Control 105 65.3247549 3.652661 394.2274 58.1436239 72.505886 aA
Control 112 39.7338458 3.652661 394.2274 32.5527148 46.914977 aCD
Control 119 26.3247549 3.652661 394.2274 19.1436239 33.505886 aD
Control 126 8.9611185 3.652661 394.2274 1.7799875 16.142250 aE
Control 49 0.2500000 2.792820 156.4696 -5.2664931 5.766493 aE
Control 56 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aE
Control 63 0.3133459 3.219835 259.9276 -6.0269370 6.653629 aE
Control 70 7.3768969 3.384283 307.4935 0.7176127 14.036181 aE
Control 77 5.7852933 3.508810 346.8277 -1.1159305 12.686517 aE
Control 84 35.1666908 3.578625 369.3263 28.1296535 42.203728 aCD
Control 91 42.8188647 3.578625 369.3263 35.7818274 49.855902 aBC
Control 98 56.3247549 3.652661 394.2274 49.1436239 63.505886 aAB
Metarhizium anisopliae 105 33.6920023 3.508233 346.8026 26.7919114 40.592093 bA
Metarhizium anisopliae 112 28.8170023 3.508233 346.8026 21.9169114 35.717093 abAB
Metarhizium anisopliae 119 5.4420023 3.508233 346.8026 -1.4580886 12.342093 bCD
Metarhizium anisopliae 126 2.4836690 3.508233 346.8026 -4.4164220 9.383760 aCD
Metarhizium anisopliae 49 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aD
Metarhizium anisopliae 56 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aD
Metarhizium anisopliae 63 0.4889991 3.126179 234.2072 -5.6700248 6.648023 aD
Metarhizium anisopliae 70 8.4823230 3.171630 246.5757 2.2353804 14.729266 aCD
Metarhizium anisopliae 77 1.8708986 3.219911 259.9154 -4.4695353 8.211332 aCD
Metarhizium anisopliae 84 5.4840986 3.271479 274.3703 -0.9562920 11.924489 bCD
Metarhizium anisopliae 91 7.4126701 3.271479 274.3703 0.9722794 13.853061 bCD
Metarhizium anisopliae 98 16.3586690 3.508233 346.8026 9.4585780 23.258760 bBC
Paecilomyces lilacinus 105 5.1256921 3.442767 326.2708 -1.6471304 11.898515 cA
Paecilomyces lilacinus 112 7.2056921 3.442767 326.2708 0.4328696 13.978515 cdA
Paecilomyces lilacinus 119 2.4856921 3.442767 326.2708 -4.2871304 9.258515 bA
Paecilomyces lilacinus 126 1.4056921 3.442767 326.2708 -5.3671304 8.178515 aA
Paecilomyces lilacinus 49 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aA
Paecilomyces lilacinus 56 0.0000000 2.792820 156.4696 -5.5164931 5.516493 aA
Paecilomyces lilacinus 63 -0.0425963 3.171534 246.5883 -6.2893472 6.204155 aA
Paecilomyces lilacinus 70 9.2983388 3.270749 274.5071 2.8593994 15.737278 aA
Paecilomyces lilacinus 77 2.5703379 3.382287 307.3860 -4.0850274 9.225703 aA
Paecilomyces lilacinus 84 2.0856921 3.442767 326.2708 -4.6871304 8.858515 bA
Paecilomyces lilacinus 91 8.4856921 3.442767 326.2708 1.7128696 15.258515 bA
Paecilomyces lilacinus 98 2.8856921 3.442767 326.2708 -3.8871304 9.658515 cdA

p2b <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Nymphs plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 80, 20),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  )

p2b

5.1.3 Number of adults

datos_nda <- data %>%
  filter(!is.na(nda)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(nda ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_nda)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: nda
##                                  F Df  Df.res          Pr(>F)    
## Tipo.de.control             0.0885  5  398.17          0.9940    
## id_variable                 0.6832 11 1684.37          0.7557    
## Tipo.de.control:id_variable 3.0246 44 1684.62 0.0000000002227 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()   
Tipo.de.control id_variable emmean SE df lower.CL upper.CL group
Beauveria bassiana 105 0.4050736 0.3366439 815.5223 -0.2557171 1.0658643 aA
Beauveria bassiana 112 0.2326598 0.3366439 815.5223 -0.4281309 0.8934505 aA
Beauveria bassiana 119 0.0602460 0.3366439 815.5223 -0.6005447 0.7210367 aA
Beauveria bassiana 126 -0.0087195 0.3366439 815.5223 -0.6695102 0.6520712 aA
Beauveria bassiana 49 0.1000000 0.2881108 562.1097 -0.4659052 0.6659052 aA
Beauveria bassiana 56 0.0000000 0.2881108 562.1097 -0.5659052 0.5659052 aA
Beauveria bassiana 63 0.1497360 0.3116222 685.8441 -0.4621120 0.7615840 aA
Beauveria bassiana 70 0.1815886 0.3161268 710.5431 -0.4390657 0.8022429 aA
Beauveria bassiana 77 0.1924585 0.3258322 762.6783 -0.4471760 0.8320929 aA
Beauveria bassiana 84 0.8053617 0.3258322 762.6783 0.1657273 1.4449961 aA
Beauveria bassiana 91 0.4505230 0.3258322 762.6783 -0.1891114 1.0901574 aA
Beauveria bassiana 98 0.6809357 0.3366439 815.5223 0.0201450 1.3417264 bA
Chemical control 105 0.1914748 0.3422428 850.3006 -0.4802649 0.8632145 aA
Chemical control 112 0.0129034 0.3422428 850.3006 -0.6588363 0.6846430 aA
Chemical control 119 0.0129034 0.3422428 850.3006 -0.6588363 0.6846430 aA
Chemical control 126 0.0486176 0.3422428 850.3006 -0.6231221 0.7203573 aA
Chemical control 49 0.1500000 0.2881108 562.1097 -0.4159052 0.7159052 aA
Chemical control 56 0.0250000 0.2881108 562.1097 -0.5409052 0.5909052 aA
Chemical control 63 0.0371118 0.3208413 736.7803 -0.5927604 0.6669840 aA
Chemical control 70 0.1386916 0.3257918 763.4239 -0.5008625 0.7782456 aA
Chemical control 77 0.0804769 0.3310113 790.4527 -0.5692881 0.7302420 aA
Chemical control 84 0.1557605 0.3422428 850.3006 -0.5159792 0.8275002 aA
Chemical control 91 0.1200462 0.3422428 850.3006 -0.5516935 0.7917859 aA
Chemical control 98 0.2271891 0.3422428 850.3006 -0.4445506 0.8989288 bA
Control 105 0.0891270 0.3850189 1052.3162 -0.6663651 0.8446191 aA
Control 112 0.3163997 0.3850189 1052.3162 -0.4390924 1.0718918 aA
Control 119 -0.0017821 0.3850189 1052.3162 -0.7572742 0.7537100 aA
Control 126 0.0891270 0.3850189 1052.3162 -0.6663651 0.8446191 aA
Control 49 0.0500000 0.2881108 562.1097 -0.5159052 0.6159052 aA
Control 56 0.0250000 0.2881108 562.1097 -0.5409052 0.5909052 aA
Control 63 0.0418299 0.3309979 791.9661 -0.6079070 0.6915668 aA
Control 70 0.5405262 0.3549541 910.7133 -0.1560968 1.2371493 aA
Control 77 0.4632936 0.3689501 981.0872 -0.2607284 1.1873157 aA
Control 84 0.3940233 0.3767489 1015.1047 -0.3452726 1.1333191 aA
Control 91 0.7418494 0.3767489 1015.1047 0.0025535 1.4811452 aA
Control 98 0.6800361 0.3850189 1052.3162 -0.0754560 1.4355281 bA
Metarhizium anisopliae 105 0.0479475 0.3689072 982.0250 -0.6759896 0.7718845 aB
Metarhizium anisopliae 112 0.0062808 0.3689072 982.0250 -0.7176562 0.7302178 aB
Metarhizium anisopliae 119 0.0062808 0.3689072 982.0250 -0.7176562 0.7302178 aB
Metarhizium anisopliae 126 0.0062808 0.3689072 982.0250 -0.7176562 0.7302178 aB
Metarhizium anisopliae 49 0.0750000 0.2881108 562.1097 -0.4909052 0.6409052 aB
Metarhizium anisopliae 56 0.1500000 0.2881108 562.1097 -0.4159052 0.7159052 aB
Metarhizium anisopliae 63 0.2716125 0.3259253 760.4728 -0.3682077 0.9114327 aB
Metarhizium anisopliae 70 0.2772749 0.3310644 790.1221 -0.3725950 0.9271447 aB
Metarhizium anisopliae 77 0.0782324 0.3365176 819.4839 -0.5823056 0.7387704 aB
Metarhizium anisopliae 84 0.1554289 0.3423261 848.4808 -0.5164763 0.8273341 aB
Metarhizium anisopliae 91 0.1197146 0.3423261 848.4808 -0.5521906 0.7916198 aB
Metarhizium anisopliae 98 5.0896141 0.3689072 982.0250 4.3656771 5.8135511 aA
Paecilomyces lilacinus 105 0.5557823 0.3616128 948.2593 -0.1538716 1.2654362 aA
Paecilomyces lilacinus 112 0.0357823 0.3616128 948.2593 -0.6738716 0.7454362 aA
Paecilomyces lilacinus 119 -0.0042177 0.3616128 948.2593 -0.7138716 0.7054362 aA
Paecilomyces lilacinus 126 0.0357823 0.3616128 948.2593 -0.6738716 0.7454362 aA
Paecilomyces lilacinus 49 0.0000000 0.2881108 562.1097 -0.5659052 0.5659052 aA
Paecilomyces lilacinus 56 0.0250000 0.2881108 562.1097 -0.5409052 0.5909052 aA
Paecilomyces lilacinus 63 0.0059988 0.3310672 790.2633 -0.6438764 0.6558739 aA
Paecilomyces lilacinus 70 0.1447470 0.3422611 850.8969 -0.5270279 0.8165219 aA
Paecilomyces lilacinus 77 0.1116059 0.3548206 913.1993 -0.5847526 0.8079644 aA
Paecilomyces lilacinus 84 0.2757823 0.3616128 948.2593 -0.4338716 0.9854362 aA
Paecilomyces lilacinus 91 0.1957823 0.3616128 948.2593 -0.5138716 0.9054362 aA
Paecilomyces lilacinus 98 0.3157823 0.3616128 948.2593 -0.3938716 1.0254362 bA

# modelo_nda <- glm(nda ~ Tipo.de.control * id_variable + block,
#   family = poisson(link = "log"),
#   data = datos_ndn
# )
# 
# Anova(modelo_nda, type = 3)
# 
# # Calcular dispersión: si >>1, hay sobredispersión
# 
# deviance(modelo_nda) / df.residual(modelo_nda)
# 
# # modelo_nda_quasi <- glm(nda ~ Tipo.de.control * id_variable + block,
# #                         family = quasipoisson(link = "log"),
# #                         data = datos_nda)
# #
# # Anova(modelo_nda_quasi, type = 3)
# #
# # anova(modelo_nda_quasi, test = "Chisq")

p2c <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Adults plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 1, 0.2),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  )

p2c

5.1.4 Figure 2

Univariate analysis of variables to determine the behavior of the psyllid Bactericera cockerelli Šulc. under water stress conditions during the phenological development of potato (Solanum tuberosum L.).

legend <- cowplot::get_plot_component(p2a, "guide-box-top", return_all = TRUE)

p2 <- list(
  p2a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2b + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2c + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(legend, p2, ncol = 1, align = "v", rel_heights = c(0.05, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_4.jpg",
    units = "cm",
    width = 35,
    height = 30,
    dpi = 600
  )

# fig %>%
#   ggsave2(
#     plot = ., "article/img_4.eps",
#     units = "cm",
#     width = 35,
#     height = 30,
#     dpi = 600
#   )

knitr::include_graphics("article/img_4.jpg")

5.2 Specific Objective 2

To evaluate the yield and commercial quality of potato tubers of potato (Solanum tuberosum L.).

5.2.1 Plant weight

datos_ppp <- data %>% 
  filter(!is.na(ppp))

trait <- "ppp"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_ppp %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


rmout$outliers
##     index block  Tipo.de.control  ppp     resi  res_MAD     rawp.BHStud
## 81     81     3 Chemical control  786 462.8590 4.888773 0.0000010146651
## 125   125     4 Chemical control 1236 898.5916 9.491034 0.0000000000000
## 126   126     4 Chemical control  782 444.5916 4.695831 0.0000026552514
## 127   127     4 Chemical control  820 482.5916 5.097192 0.0000003447295
##                adjp         bholm out_flag
## 81  0.0000010146651 0.00012784780  OUTLIER
## 125 0.0000000000000 0.00000000000  OUTLIER
## 126 0.0000026552514 0.00033190642  OUTLIER
## 127 0.0000003447295 0.00004378064  OUTLIER

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ppp
##                      F Df Df.res       Pr(>F)    
## Tipo.de.control 16.835  5 25.741 0.0000002125 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()
Tipo.de.control emmean SE df lower.CL upper.CL sig1
5 Chemical control 198.86774 23.68685 17.29983 148.95875 248.77674 a
1 Metarhizium anisopliae 122.84678 23.52568 17.39745 73.29816 172.39540 ab
4 Paecilomyces lilacinus 120.41114 23.18242 16.46153 71.37834 169.44393 ab
3 Beauveria bassiana 86.93166 22.06864 13.48454 39.42882 134.43450 bc
2 Control 32.63296 24.29329 19.58203 -18.11138 83.37729 c

p3a <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "edge"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Tubers weight (g.plant^{-1})",
    glab = "Control Type",
    ylimits = c(0, 280, 70),
  ) +
  guides(fill = guide_legend(label.theme = element_text(face = "italic"))) +
  theme(
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  )

p3a

5.2.2 Number of tubers

datos_ntp <- data %>% filter(!is.na(ntp))

trait <- "ntp"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_ntp %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


rmout$outliers
##     index block  Tipo.de.control ntp     resi  res_MAD   rawp.BHStud
## 125   125     4 Chemical control  18 9.673567 4.005934 0.00006177291
## 127   127     4 Chemical control  17 8.673567 3.591823 0.00032837338
##              adjp       bholm out_flag
## 125 0.00006177291 0.007906933  OUTLIER
## 127 0.00032837338 0.041703419  OUTLIER

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ntp
##                      F Df Df.res         Pr(>F)    
## Tipo.de.control 24.294  5 25.942 0.000000005038 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()
Tipo.de.control emmean SE df lower.CL upper.CL sig1
5 Chemical control 7.200317 0.7089112 13.53874 5.6749797 8.725655 a
4 Metarhizium anisopliae 5.157152 0.7264208 14.99593 3.6087865 6.705518 ab
1 Beauveria bassiana 4.377306 0.6842120 11.80987 2.8838701 5.870743 bc
3 Paecilomyces lilacinus 4.295537 0.7164714 14.22849 2.7611702 5.829903 bc
2 Control 2.211745 0.7486901 16.79311 0.6306628 3.792826 c

p3b <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "Tipo.de.control"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Tubers plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 15, 3),
  ) +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p3b

5.2.3 Figure 3

Univariate analysis of variables to determine the yield and commercial quality of tubers of potato (Solanum tuberosum L.).

legend <- cowplot::get_plot_component(p3a, "guide-box-top", return_all = TRUE)

p3 <- list(
  p3a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p3b + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(p3, ncol = 1, align = "hv", rel_heights = c(1, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_6.jpg",
    units = "cm",
    width = 13,
    height = 16,
    dpi = 600
  )

fig %>%
  ggsave2(
    plot = ., "article/img_6.eps",
    units = "cm",
    width = 13,
    height = 16,
    dpi = 600
  )

knitr::include_graphics("article/img_6.jpg")

5.3 Specific Objective 3

To evaluate the incidence of the purple tip complex in the potato variety UNICA subjected to different biological and chemical treatments.

5.3.1 Purple tip

datos_npm <- data %>% filter(!is.na(npm))

modelo_npm <- glm(npm ~ Tipo.de.control + block,
  family = binomial(link = "logit"),
  data = datos_npm
)

sim_res <- simulateResiduals(modelo_npm)

plot(sim_res)


testDispersion(sim_res)

## 
##  DHARMa nonparametric dispersion test via sd of residuals fitted vs.
##  simulated
## 
## data:  simulationOutput
## dispersion = 1.002, p-value = 0.928
## alternative hypothesis: two.sided

summary(modelo_npm)
## 
## Call:
## glm(formula = npm ~ Tipo.de.control + block, family = binomial(link = "logit"), 
##     data = datos_npm)
## 
## Coefficients:
##                                       Estimate Std. Error z value Pr(>|z|)   
## (Intercept)                            1.69805    0.63476   2.675  0.00747 **
## Tipo.de.controlChemical control       -1.77443    0.63966  -2.774  0.00554 **
## Tipo.de.controlMetarhizium anisopliae -1.66793    0.65918  -2.530  0.01140 * 
## Tipo.de.controlPaecilomyces lilacinus -1.43540    0.65486  -2.192  0.02838 * 
## Tipo.de.controlControl                 0.70197    0.89957   0.780  0.43519   
## block2                                 0.50653    0.58118   0.872  0.38345   
## block3                                -0.09166    0.56734  -0.162  0.87165   
## block4                                -0.64617    0.56896  -1.136  0.25608   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 165.99  on 127  degrees of freedom
## Residual deviance: 142.33  on 120  degrees of freedom
## AIC: 158.33
## 
## Number of Fisher Scoring iterations: 5

anova(modelo_npm, test = "Chisq")
## Analysis of Deviance Table
## 
## Model: binomial, link: logit
## 
## Response: npm
## 
## Terms added sequentially (first to last)
## 
## 
##                 Df Deviance Resid. Df Resid. Dev  Pr(>Chi)    
## NULL                              127     165.99              
## Tipo.de.control  4   19.686       123     146.31 0.0005761 ***
## block            3    3.975       120     142.33 0.2641744    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(modelo_npm, ~Tipo.de.control, type = "response") %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(prob = round(prob * 100, 2)) %>% 
  rename(sig1 = ".group")

mc %>% kable()
Tipo.de.control prob SE df asymp.LCL asymp.UCL sig1
2 Control 91.23 0.0599180 Inf 0.7056214 0.9783352 a
3 Beauveria bassiana 83.76 0.0688456 Inf 0.6566535 0.9328944 ab
4 Paecilomyces lilacinus 55.10 0.1017857 Inf 0.3539862 0.7332558 abc
1 Metarhizium anisopliae 49.31 0.1042126 Inf 0.3005085 0.6877153 bc
5 Chemical control 46.65 0.0965867 Inf 0.2901097 0.6516795 c

p4a <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "prob"
    # , group = "Tipo.de.control"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "Control Type",
    ylab = " Probability of purple tip presence per plant ('%')",
    glab = "NULL",
    ylimits = c(0, 100, 20),
  ) +
  theme(legend.position = "none") +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p4a

5.3.2 Incidence of Zebra chip

datos_i <- data %>%
  group_by(Tipo.de.control, block) %>%
  summarise(ntp_sum = sum(ntp, na.rm = TRUE), ntz_sum = sum(ntz, na.rm = TRUE)) %>%
  mutate(ti = (ntz_sum / ntp_sum) * 100)

trait <- "ti"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_i %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


rmout$outliers
##  [1] index           block           Tipo.de.control ti             
##  [5] resi            res_MAD         rawp.BHStud     adjp           
##  [9] bholm           out_flag       
## <0 rows> (o 0- extensión row.names)

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ti
##                      F Df Df.res     Pr(>F)    
## Tipo.de.control 21.663  5 9.8918 0.00004876 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()
Tipo.de.control emmean SE df lower.CL upper.CL sig1
3 Control 68.61111 10.24836 13.49421 46.55303 90.66920 a
2 Paecilomyces lilacinus 68.35585 10.24836 13.49421 46.29776 90.41393 a
1 Beauveria bassiana 67.91580 10.24836 13.49421 45.85772 89.97389 a
4 Chemical control 57.39758 10.24836 13.49421 35.33950 79.45567 a
5 Metarhizium anisopliae 56.60485 10.24836 13.49421 34.54677 78.66294 a

p4b <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "edge"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Incidence rate of Zebra Chip ('%')",
    glab = "Control Type",
    ylimits = c(0, 100, 20),
  ) +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p4b

5.3.3 Figure 4

Univariate analysis of variables to determine the incidence of the purple tip complex in potato varieties subjected to different biological and chemical treatments.

legend <- cowplot::get_plot_component(p4a, "guide-box-top", return_all = TRUE)

p4 <- list(
  p4a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p4b + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(p4, ncol = 1, align = "v", rel_heights = c(1, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_5.jpg",
    units = "cm",
    width = 13,
    height = 19,
    dpi = 600
  )

fig %>%
  ggsave2(
    plot = ., "article/img_5.eps",
    units = "cm",
    width = 13,
    height = 19,
    dpi = 600
  )

knitr::include_graphics("article/img_5.jpg")

5.4 Photos

5.4.1 Figura 3

picfiles <- list.files(path = "Fotos/Figura3"
                  , full.names = T
                  , recursive = T
                  , pattern = "jpg"
                  )


# Función para normalizar cada imagen
normalize_image <- function(img, size = 800) {
  img %>%
    image_resize(paste0(size, "x", size, "^")) %>% # escala al menos al tamaño
    image_crop(paste0(size, "x", size, "+0+0"))   # recorta centrado
}

image_plots <- picfiles %>%
  map(~ image_read(.) %>% normalize_image(800))

image_list <- list(image_plots[[1]] 
                   
                   , image_plots[[2]]
                   
                   , image_plots[[3]] 
                     
    
                   , image_plots[[4]]  
                     
, image_plots[[5]] 
, image_plots[[6]] 
, image_plots[[7]] 
, image_plots[[8]] 
, image_plots[[9]] 
, image_plots[[10]] 
, image_plots[[11]]
                    ) 

images <- image_list %>% 
  map( ~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 4, nrow = 3, labels = "auto") 

plot <- images %>% 
  ggsave( filename = "Fotos/Figure-2.jpg"
          , plot = .
          , units = "cm", width = 30, height = 30)

include_graphics(plot)

5.4.2 Figura 4

picfiles <- list.files(path = "Fotos/Figura4"
                  , full.names = T
                  , recursive = T
                  , pattern = "jpg"
                  )

image_plots <- picfiles %>%
  map( ~ image_read(.))

image_list <- list(image_plots[[1]] 
                   
                   , image_plots[[2]]
                   
                   , image_plots[[3]] 
                     
                   
                   , image_plots[[4]]  
                     

                    ) 

images <- image_list %>% 
  map( ~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 4, labels = "auto") 

plot <- images %>% 
  ggsave( filename = "Fotos/Figure-1.jpg"
          , plot = .
          , units = "cm", width = 30, height = 11.5)

include_graphics(plot)

picfiles <- list.files(
  path = "Fotos/Figura3",
  full.names = TRUE,
  recursive = TRUE,
  pattern = "jpe?g$"
)

# Función para normalizar cada imagen a cuadrado
normalize_image <- function(img, size = 800) {
  img %>%
    image_resize(paste0(size, "x", size, "^")) %>% # escalar
    image_crop(paste0(size, "x", size, "+0+0"))   # recortar cuadrado
}

# Leer y normalizar todas
image_plots <- picfiles %>%
  map(~ image_read(.) %>% normalize_image(800))

# Pasar todas a ggplot
images <- image_plots %>%
  map(~ image_ggplot(.)) %>%
  plot_grid(plotlist = ., ncol = 4, labels = "auto") 
# 4 columnas → 3 filas: 4+4+3 = 11

# Guardar en archivo
ggsave(
  filename = "Fotos/Figure-3.jpg",
  plot = images,
  units = "cm",
  width = 35,
  height = 30,   # más alto para que quepan 3 filas
  dpi = 600
)
library(magick)
library(cowplot)
library(tidyverse)

picfiles <- list.files(
  path = "Fotos/Figura3",
  full.names = TRUE,
  recursive = TRUE,
  pattern = "jpe?g$"
) %>% map( ~ image_read(.))

images <- list(
  picfiles[[1]] %>% image_crop("1792x1792+0+350")
  , picfiles[[2]] %>% image_crop("1792x1792+0+500")
  , picfiles[[3]] %>% image_crop("1792x1792+0+550")
  , picfiles[[4]] %>% image_crop("1792x1792+0+1350")
  , picfiles[[5]] %>% image_crop("3000x3000+0+20")
  , picfiles[[6]] %>% image_crop("3000x3000+0+25")
  , picfiles[[7]] %>% image_crop("1792x1792+750+000")
  , picfiles[[8]] %>% image_crop("1792x1792+0+1500")
  , picfiles[[9]] %>% image_crop("3000x3000+0+800")
  , picfiles[[10]] %>% image_crop("1792x1792+600+0")
  , picfiles[[11]] %>% image_crop("1944x1944+0+100")
  , picfiles[[12]] %>% image_crop("3000x3000+0+700")
  ) %>%
  map(~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 3, labels = "auto")

plot <- images %>% 
  ggsave(
  filename = "manuscript/Figure-04.jpg",
  plot = .,
  units = "cm",
  width = 21.5,
  height = 25
)